{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Routing, speed imputation, and travel times\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import multiprocessing as mp\n",
    "import numpy as np\n",
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "place = 'Piedmont, California, USA'\n",
    "G = ox.graph_from_place(place, network_type='drive')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Fast nearest node/edge search with OSMnx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert projected graph to edges geodataframe\n",
    "gdf_edges = ox.graph_to_gdfs(ox.project_graph(G), nodes=False)\n",
    "\n",
    "# list of lats and lngs\n",
    "lngs = gdf_edges.head().centroid.map(lambda x: x.coords[0][0])\n",
    "lats = gdf_edges.head().centroid.map(lambda x: x.coords[0][1])\n",
    "\n",
    "# the lat/lng at the center of the graph\n",
    "lng, lat = gdf_edges.unary_union.centroid.coords[0]\n",
    "center_point = lat, lng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the nearest node to some point\n",
    "center_node = ox.get_nearest_node(G, center_point)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the nearest nodes to a set of points\n",
    "# optionally specify `method` to use a kdtree or balltree index\n",
    "nearest_nodes = ox.get_nearest_nodes(G, lngs, lats, method='kdtree')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the nearest edge to some point\n",
    "nearest_edge = ox.get_nearest_edge(G, center_point)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the nearest edges to some set of points\n",
    "# optionally specify `method` to use a kdtree or balltree index\n",
    "nearest_edges = ox.get_nearest_edges(G, lngs, lats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Basic routing by distance\n",
    "\n",
    "Pick two nodes. Then find the shortest path between origin and destination, using weight='length' to find the shortest path by minimizing distance traveled (otherwise it treats each edge as weight=1)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# find the shortest path (by distance) between these nodes then plot it\n",
    "orig = list(G)[0]\n",
    "dest = list(G)[120]\n",
    "route = ox.shortest_path(G, orig, dest, weight='length')\n",
    "fig, ax = ox.plot_graph_route(G, route, route_color='y', route_linewidth=6, node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or get *k* shortest paths, weighted by some attribute:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dvt6ff/5JQEAAvr6+Dh137tw5m6HSgjh79iwGg8GhULBOp+PGjRu0a9fO6vYNGzZgNBoZOHCg4HMaDAa+//57SpUqVajfG5gScxYsWIBCoeD999+nTJkyhTrPs+zcuZM5c+YQExNDv379mDZtmsMvRGKxmPbt2/Phhx/So0cPEhISmD9/PgsXLix0lrATJ0JxlpU4yceoUaMIDg4WnPxhj/LlyzNq1Cji4+P5/vvvHTp2+PDheHt758t6FcLUqVN59OgRP//8s0PHde3alYiIiDx1hELo168fISEhfPrpp4KP8fHxYdq0aSxevNiqw1FISAgjR45kxYoVloxUIfTu3ZuwsDA+/vhjwcc8i1gsZvjw4VSqVIldu3bZLbFxBA8PD/r3709ISAhZWVmcOHGCY8eOIZfLqV+/PrVr16ZEiRKIRCISEhI4evQolStXpm7duhgMBk6cOMHevXuLrfm1EydP46zD/B8nICCAcuXK4ebmhpubG66urpZ/MpksT/G/VCpFKpUikUiQSCSIRKbPhtFoRCwWIxaLWbx4caFKFJ6lRo0aDBw4kKtXrxbK9iw4OJjx48fz4YcfOizeNWvWZMCAAcyePduhelGpVMpHH33E2rVruXz5suDjPDw8mDlzJt9++61DzZInTZqEVqtl6dKlVrcPGTKESpUq8fHHHwsWCJlMxpw5c1i/fr1DtZXWaNasGR06dODx48fs2bOnWMtCPDw8LE2uXVxcAFOG8O3bt/n7778RiUR07doVT09PcnJyOHz4MIcPHy626ztxYg2nYP4PEhISQtOmTalYsSKurq5oNJo8hfw6nQ6tVotWq0Wj0Vj+5ebmolaryc3NJScnB71ej1gspmrVqoSHh7N27Vr++eefIo+vcePGdOnShRMnTrB9+/ZCn2f27NmcP3+eHTt2OHzsBx98wN9//83WrVsdOm7YsGH4+fnxxRdfOHTcW2+9RXZ2NsuWLRN8TKVKlRg1apTVQn8wzfRmz57NtWvXHHIUGjt2LEaj0eFZvTXkcjk9e/akRo0aqNVqjhw5wqlTp4rVncfDw4Ps7GwMBgNyuZx27dpRt25dRCIR+/btK9YZrhMntnAaF/yPUKtWLRo2bEhwcDASiYSUlBQOHTrEiRMnilTrFhkZSVhYGH/++WexiGX79u1p3rw5u3fvLnIXkn/++Yc6deoUSjBPnDhBVFSUw4K5detWpkyZQkBAgEMz7b179zJ48GCkUqngWe2dO3fIzc2lS5cubNiwId92g8HA+vXree211zh69Khgc/oLFy4UKvHJGrm5uaxduxaZTEbXrl1p2bIl7du3R61Wk5yczI0bN/j7779t+gXbQ6VSUatWLVq0aEHp0qXJzs7m1KlT7Nmzxxl6dfKvwDnD/JcjFotp2LAhdevWpXTp0gA8ePCAM2fOcP78+WJ5kAQEBPDmm29y8ODBYsmI7dOnD3Xq1GHDhg1cvHixyOczhzoXLlzocJhYLBbz0UcfsW3bNof7Pk6ePBmVSsXy5csdOm7OnDmcOnWK3bt32x1bhw4daNCgAVKpFKPRyPvvv1/g/qNHj6ZkyZKC10ilUikff/xxoX5vQvDw8CAiIoJq1apRpkwZ5HI5YEpmys3N5fHjx6jVanQ6ncXS0BzlMEc/wORqVLp0aQICAizesnv27CEuLq7Yx+zEiRCcM8z/IuRyOU2bNqVWrVr4+fmh0+mIi4vj119/fS7emyNGjCAuLq5YxHLw4MGEhYXx448/OpSkYguVSkVqaiqdOjXj55/X4sjH1mAwcPXqVVq1auWwYO7atYvXXnsNmUzm0Oz9woUL1K9fv0DB9PDwoHv37oSHh6PVajl58iR79+7lww8/pFmzZgXOyFeuXMns2bPp2LEju3btsjsOo9GIWq2mTZs2rF27tthnaWa/3afH6+vrS3BwMIGBgZQsWRK5XI5UKsXDwyPf2rnZOD8nJ4e0tDSOHDnC5cuXnbNJJ/9anIL5L8HLy4sWLVoQHh6Ot7c3ubm53L59m02bNhEbG/vcrtu1a1cUCoXDa3XW6Ny5M+Hh4SxdutRm6yqh+PjoaN1aQ40aOipW/Bh3d2jaVM1PP8k5flwu+Dzbtm1j5syZVKxYkbt37wo+7vr16+Tk5NC5c2c2b94s+Ljdu3fTsGFDQkJC8rw0lClThh49elCuXDkyMzP5888/89jpmR2KChJMcy/O7t27c+rUKbvhz5YtW5KQkICnpyctW7Z0uBtJYTB3mHEkWcqJk/8WnIJZjPj7+9OkSROCg4Mt7a8ARCIRGo2GnJwcHj9+zOPHj0lPT0ej0VC+fHmqVKli6ZBx48YNDh8+TEpKygsZb6NGjdi0aVORvT4bN25MkyZNWLt2baHFUirV0aiRjgYNtJQvr8fLC8Ri43+2iQApbm5ihg3L5epVKenpwj6+KpWK+/fv06VLFxYvXuzQmI4dO0arVq0cEkyNRkN8fDwdO3bk22+/JTw8nE6dOuHn50dSUhLLly+32kx5+/btREREULVq1QKN10+fPk3Dhg0ZM2YMn332mc1xeHh48PDhQ7RaLa1atSIiIsKuO48TJ04KxrmGWQzI5XLGjRuHv78/GRkZJCcno1arMRgMmH+/crkchUKBXC7H1dUVNzc3XFxcyMjI4MqVKxw+fFhwE+LiYvr06WRmZvLdd98V4Sw6wsJqMmTIkEIl+FSpoqV5cw1VqugoWdKIVGr6fT0dtjNjNBoRiUTk5uZy966E2bOFe76ay1PmzZvnkLm6eQ10586deZpH26NixYqMHj2a7Oxs3NzcuHXrFps3b7Y7Kxw1ahQeHh42607lcjnvvfceMTEx/PLLLwXu5+XlxYABAwgMDOTXX3+1JHYZjUYOHTpk12nJiZP/rzjLSp4jU6dORSqVsmzZMsEG5b6+vrzzzjtcu3atUPWJRaVTp040btyYTz75REBpgI7y5aFGDdPMr3RpAz4+Bjw8QCYDmUyBWm0gPT2XnBwR2dkiVCoRGRli0tNFpKSIyckBrVZEbq6I6tV11Kypo3RpA25upo+YSCRCKpVa1rXAJJDmEhkzcrkcvV6PVqvll1/k7N3rJviep02bxoMHD2yKjDUcMSSQy+V07dqVV155BbFYTFpaGosXLxY8g/f39+ftt9/mq6++shllKF++PGPGjOHChQs2O7qIxWI+/PBDDh06xIEDBxCLxXTs2JFGjRqhVqtZs2aNQ2FqJ07+P+BM+nlO1KlTBx8fH+bOneuQNZdSqWT58uWMGTOG9u3bs2fPnuc4yrz4+fnRtGlT/vjjj2fEUke1akbCwrSULWsgIECPj48RhQLLzA9M4mY2OJBIJBiNOqRSPX5+YoxGI0bjk5m1LcwCaZ5FGo1GDAYDOp3OcnxOjogHDyRcvSqlXTsNYrEGmUyGXq+nTx81J064oFIJ+xjv27ePV1991aGSDzCtgc6aNYtKlSpZDaUCBAYG0r17d8qWLcvjx4/Zu3cvEomE1q1bOxTuTklJISUlhe7du7NixYoC94uNjWXVqlW89tprlClThqVLl1q9J7MrTvPmzTlw4AAGg4EdO3awZ88eBg8ezOjRo7l+/Tq//vprsTUDd+LkfxXnDLOIvPHGG4jF4kKHNevUqUPfvn3ZuHEjFy5cKObRWWfatDeRyaKJidlCcLAef38D3t5G3NyerBlCXmF8euZnxiSOxjxrtdZ49jP29H4Gg8FitgCg04lISREREyPl8GEZN2+6WPZt2zaH117LxcXFBYlEQm5uLjduSPjkE+Gh2Tlz5nDu3DmHjRTGjRuHRCLJtwYaGRlJ69at8fHxITExkR07duRJ9Pnkk0/YtWsXx48fF3ytsLAwhgwZwpw5c+yKra+vr6Ud14IFC6xGC8yzzOPHj+fL3K1UqRKvvfYaKSkpLFmyRPAYnTj5X8Y5w3xOBAUFFcnF5u+//6ZkyZL07t0bpVL53MJjgYE6xo17TNmyrri5zUetzqFKFdM2kyA+SfO3Jozm9Vi9Xi9o9ghPBPfp84lEIoxGo2U2YzCIyMiAuDgpp0+7cPKkFJ3O+sdy3z43oqK0VKyoRSKR4OLiQpUqOlq0yOXQIWFZs8ePHycqKsrhv9nWrVsZP348Xl5eZGdn06FDB+rVq4dUKuXatWssXbrU6trolStXaN68uUOCee3aNXJycujSpQt//PGHzX2VSiXz5s3jnXfe4e233+bzzz/PN1M0GAzs37+fdu3acfDgwTwifOfOHZYsWcLkyZOpX78+Z86cETxOJ07+v+GcYRYBs3H2Bx98UOQs0wEDBlC9enW+/PLLIrmlWEMm07FwoQofHzEuLi4WwXtayMw/MxgMln9Pfzb0ehHZ2ZCRIeLhQzHx8RKuX5cSEyPG3x9Kl9ZTqpQBPz/TbNXLy4C7uxE3NyMyGUgkIBKZ/leng8REMf/8I+Wvv2SCs13BVGryxRcq3NxEyGQy1Go16ekwYYKPoOPNSTyOzvoAZsyYgVgsxt3dHbVazalTp9i3b5/NukGFQsGsWbP44YcfuHfvnuBrtWjRgtatWzNr1ixB+8tkMqZNm4ZKpSowYWjWrFlcuXLFasZvx44dadKkicA1bSdO/rdxzjCfA3Xr1iUnJ6fIYgmwdu1axo8fz5tvvslnn31W6IeWWCymfPnyhIaGEhwcTMmSJQkPX4m7+5NaTnMo1Zow6nQiHj8GpVLEw4dSYmMlREe7cOsWFPRxuX8f7t9/MR+l9HQpmze70r9/LgaDARcXF7y9NVSpos0Tvi0Ig8HApUuXaNmypWDBDA8Pp0OHDnh5eWE0Gh0yNM/OziY+Pp7OnTs7FPI8dOgQrVu3tlmX+TQajYavv/6aGTNm0KBBA6smDQ8ePCiwVdeuXbt45ZVXeOONN/jmm2+c5gFOnFjBKZhFoEaNGsTHxxfb+ZYuXcq7777Lm2++yYIFC+w+tMqWLUuVKlUIDg7G398fLy8vywwyOzsbpVKJi8tGZLJb6PViy7ofgEYjQqWCtDQxycli7tyRcOWKCyab0n/3x2LHDjc6dlRTooTe0uGiVSu1IMEEUxJPnTp1CAsL49q1a1b3EYvFtGrVisaNGyOXy7lz5w6//PILEyZMwN/f36Hxbt++nTfeeAMPDw+HSof++ecfmjZtKrhUR6VScfHiRdq1a2dVMFNSUggPDy/w+BUrVjBx4kRmzpzJsmXLnoudnhMn/838u5+M/2LEYjEBAQF2/UIBxo8fz99//223js9gMLBw4UKmT5/OG2+8YUkkCgwMpEqVKpQtW5ZSpUrh5eWFTCbDaDSSk5NDeno6sbGx3L17l5s3b1rW0ipV0vH++yrAJJYajQa1WsTHH3sQG/t8/vQeHh6ULFkSg8GAVqslIyPjuTT2TU8X4e39RDB9fAyADiEfabOLUteuXfMJppeXF127diU8PBy9Xs/58+fZtWuXJYrw999/06hRI4dsBGNjY8nMzKRr166sXbtW8HEHDx4kIiJC8P4AW7ZsISIiAn9//3xlKQ8ePCAyMrLAY1NTU/nkk08YMWIEb775ZrH3wCwsYrEYb29vSpYsSVpamuDSLSdOihunYBaSTp06odPpCnRkeRpHZiS5ubksXryYyZMn89FHH1lmjKa1unTi4+O5d+8eN2/etLnWKZXqmDxZhYuLERcXl/+0+zKydq38uYhlvXr16NatG1KpNM/M+OmSEXNNpVartbQXy87O5vHjx2RlZZGRkWEx7Tb/y8rKslruYMrofWJqUL26nlWrVOj1oNeb1km1WtNMOjfXVJ6SlSUmM1NERoaItLTlNG1aiSVLNERHa9i1K5zOnbsTGBhIRkYGW7ZssZoAs3PnTurXr2/Tjccahw8fplOnTojFYsHhTrMwONIxxdzizc/PL59gXr9+nVdffdXmTFen0/HDDz8QFRVFx44d8fLyKlSXmOJAJpPRt29fqlevDpheKEUikcN9Sp04KS6cglkIfH19adSokeAHiYuLi0NWd6mpqSxevJjKlStz8+bNQtnkTZmSjY+PEVdXV0tW6qVLUg4cyJ9NKhaLqV69eqEfQvXq1aNXr14cPnyY/fv3o9PpqFq1KkOGDGHGjBnI5XJKlCiBj48Pvr6+eHp64unpiYeHB25ubpQoUQKZTIanpyc6nc5mGYu5DCUwcA5SqWnmar5H8z7m/837zwDonzqbGheXK3h4SPD3FxMR4c25czqWLFliM8yu0WiIjY2lY8eODgnmiRMn6NixI82bNxdsTefr6wtAVlaW4OuAySXJ2ixMpVKRnZ1N8+bN7X52jx49Snp6OgMGDMDFxYU///zToTEUFR8fH9566y10Oh2rV6+2RAI6d+5sGdOLKsNy4sSMUzAdRKFQ8Oabb/LgwQNBVmlhYWGIRCKHy0WSk5MdXEPSUbYsvPKKlrAwHdWrm8KVZiu51FQRX31l3RWnV69e1KxZs1CCGRERQc+ePdm3b18eq7Xg4GDUajVgmjU/ePDAZh/HOnXq0KtXL2bPnp1vm1lM3d3dcXd3x83NjZEjTVZ68GTmAXlnnQXVhQJ56kdNQnyMpUv/RshXYuvWrUyaNAkvLy+HbPYuXrxIkyZNBAlm7dq16dmzJwkJCQ6FtM0ttgp6yTp79ixNmzblxIkTdrOxL1++TNWqValfvz7Vq1fn9OnTHDlypFiS3J5GLBYTEhJClSpVqFSpEv7+/ri4uKBSqZg3b16eGfmOHTtwcXGhe/fuTsF08sJxCqaD9O/fn/T0dJYuXWpzv3LlylG/fn0iIiK4cOFCsbqo+PvrqF1bS0iInsDAJzZ1Li5Psl3NXqxgsqT78ksPrP25/f39iYiIYP369Q6PIzw8nN69e/PXX3/l8yUtV64c6enpgs9VuXJlMjIyrG7TaDSkpqbmmTV9+qmI+fMD0GgSMRp1SCR5TRfMyOVyS6KTucbU/M9oNFpms3K5gZ49NWzebP8rkZiYSHp6Ot26dWPNmjWC73HHjh3UrVvXajhXLBZTt25d6tWrR2BgIGKxmMuXLzu05gmm3pK2SsV2795NxYoVmTJlClu3bi2w5VmTJk3o0KEDAOnp6Xh6etK0aVNat25Namoq586d49ixY4X6XPv6+tK0aVNCQ0Px9vZGJpNhMBh4/PgxiYmJnDlzhhYtWnD//n2r4eutW7dSr149y3fLiZMXhVMwHcDX15fQ0FAWL15s+SLL5XLCwsIICQkhMDAQX19f5HI5RqORx48fs2XLFof7MJrx8dFRu7aOypX1BAXp8fU14OkJMlneB+LTvQWfnmHpdDokEhd27izF/fvWZwVDhw7lwYMHgsskzIjFYvr378/FixfZt29fvu1ly5Z16L6DgoJISkoSvH+pUpHcvdvrqYbLOjw8wNcXfH31eHsb8fGBrl2bc/78ATw9jZa6UFdXA66u4OlpCvG6uroiEolo3lzD5s0KQdc/ePAgPXr0cGhNMjc3l7i4ODp06MCNGzeQy+U0adKEWrVqWRKl4uPj+eOPP7h48WKhSjs8PDzsGkssXbqUNm3a0L17dxo2bMiGDRtITExELBZTs2ZNSwnNsWPH2LVrF15eXsyYMYOFCxcil8tp1aoVLVu2pH379mRkZHD9+nWOHj1qMxmnRo0a1KtXj/Lly+Pq6opKpeLevXscP36ca9eu5Zmph4WF4e3tzQ8//GD1XAaDgZs3b9K6dWunYDp5oTgF0wGioqLQaDS0b9+eUqVK4enpiUQiQafTkZmZSXJyMhcvXuTatWsOrTt6eJjMyKtW1RMcrKdECSNeXkZcXfM++J61qXvWeMC8Vvm0G09mZl3S0oKB/J0pmjRpQokSJQSZij/LgAED0Ov1bNiwId82uVyOm5sbJ0+eFHw+Hx8fh1xmGjRoQEJCwlM/kaJSgUqVtya0ceMe/PjjeaszoSZNcnnjjRxLPaefn4aICDUXLrjavf7Zs2fp2rWrw30m//rrL15//XXee+89PD09UavV3Llzhy1bthRLw+3Y2FhEIpFN31uA/fv3c+nSJQYMGMCkSZMsP9fr9cTFxbF48WJLKDgzM5P09HTatm3LunXrLOb1AQEBREVFERYWRoMGDVCr1dy/f5+HDx/y+PFjAgMDCQ4OttSvPnz4kMOHD3Py5EmbdcZt27bl3r17NiMUe/fuZdKkSQ69sDhxUlScgimQdu1yaNfuDBJJMkplGDdv3uTWrVvcuHFD8JqOTKajZk091arpKVvWtAbn5WVELgeRKG84VSyW5AkfPo058cVsPPDk5ybTgfR0EUlJUs6fl1KnTjvKl39sZSwyOnbsWKi2YoGBgdSoUYOVK1da3V63bl00Go3g9T2xWIyrqyvR0dGCxxAUFGTXNs6MTCazKpjHj8sZMCAXX18dMpkMgB49cgUJJphKTBo3bmxXMMuWLUuzZs0ICQnBzc2NjIwMbt68ydGjR4u976lOpyMpKYk2bdqwbNkym/umpKTwzTffAKboiVQqLXA8586dIyoqKs/PkpOTLZ1SZDIZjRs3pkaNGlSvXt2yBnn9+nUuXbrk0Bp+yZIl2bp1q819EhMT0el01K5d2znLdPLCcAqmAPr3z6ZTJw1ubnfRam9Sq9YeDAYp27bJrfqeSqU6wsIMVKumo3x56+bmT4zNrQujecb4rDDK5XLUaq3Fpi452eTGc+2alOhoMc/+SUuVSiA0NDTfGF977TVycnIK1SVl6NCh3Lt3r8As0Zo1a5KYmCj4fCEhIRgMBsFrnlWrVkUsFgt+UMpksgITZ06ckNGxoxqj0VR+U768Dn9/HSkp9r8aO3bsoF69elbXJGvUqEGjRo0oW7YsLi4upKamcvr0aY4ePfpc6lKf5siRI/Tp08eh2Ze9BKDDhw/TunVrwsPDrb7YaDQaDh06xKFDhwoz5DxIJJIC17Of5uHDh9SvX98pmE5eGE7BtEOjRrm0b69BKjWtDZoyT3XUq6dl0SIda9bIKV3aQPnyegICDJZ2WE8noJjaYEkdEkYwzRhzcyEzU8TDhxLu35dSv/5r/PprNOfPXxU0/jt37uQrfg8JCSEkJKRQHVbatm1rt8FxmTJlHCrsr1q1qkOz3MjISB49eiRoX7MQFsSmTTJat9YgkehwcXFBLNYyaFAOCxd62j23ucSkQ4cOxMTEUL9+fSIjIy32c0lJSezevZszZ8680NZZFy9epHv37vTt25d169YVyzl1Oh0xMTF07drVoUhAYcjOzqZatWrExMTY3G/37t0MGzaM3r172+wJ6sRJceEUTBsMHpxN27YapFIRLi4ulrVBqVSKRCLBy0vNuHE5lv1FIhESicRql45nhdHcC/JJ6YWIrCwRKSkmYYyJEXPpkpTc3Lx/ogoVQggKUgsWzBs3biCVSpHJZJbQ8cCBA7l+/Tr379936Pfh4eFBixYt2L17d4FrUAEBAchkMs6ePSv4vGXLlhUsgGDKwBX60DYajZQuXbrAUKNGI+XKFQkRESbBlEql1KihRyrVFdg1xYxUKuXBgwc0atSITz75xLL+t27dupdeWL9x40YGDx7Mvn37is0ZZ+PGjbz33ns2LQWLg3/++Ye6deuybds2m/vFxMTw448/Mnz4cFxdXV9KI3Yn/79wCqYVpFId06dnU7WqHqlUilQqRa/Xo9VqAdPbtqurqyUb9llhFIlElkbI5ixMszBqNCIyMyEtzUBQUAPu3ZOxZMkZsrKE/SnS0tIKNNC2Rm5uLnq9nqpVq3L58mW6deuGTCYr1MPl9ddfJz093aZdWocOHXj06JFD5vElS5bk1KlTgveXy+U2azqfJjY2lrZt29oUsLVr3ahdW4Ver0cikeDqqqN3bw3r1lkLt0tp0qQJdevWxd/fH7VazT///MPJkyeJjY21cvaXQ3R0NImJibz++ut8+eWXxXJOlUpFTEwM3bp1e66CuWvXLho1akStWrXsZm/fvn2bH374gTFjxtCvX79ClUc5cSIUsf1d/n9RurSOL79UUbWq3jLj0Gq1aLVabt+W8P77nqSmilCr1ZaC+aet3jQazX/Mz3U8emQgJkZMZmZdtm4N4q23PBkxwofJk334+GNPPv88G2/vPgQF1RA8vsTERIsDjFCysrIICQnBx8eHhg0bsmXLFodDhHXq1CEwMLDARB8zoaGhHDt2zKFzu7m5OfQAlkgkghOKNm/ejL+/v017wqQkKXFxpr+jOTrQtOmTRC6pVEpUVJTFrrBVq1Y8evSIpUuXMmfOHNatW/evEkszq1atws/Pj8aNGxfbOTdu3Ii3t7elRvN5oNPpuHXrFm3bthW0f1xcHD/++CO1atWie/fuz21cTpw4BfMp6tVT8/HHKkqUMFnKSSQS1Go1Wq2Bv/6SMWeOF7GxUt5914O4OLFlxqlSGblzR8SpUy7cvBnFhg3NGDbMm0mTfPjwQy/u3u1FRkZTUlPzzlju3LnD33//zcCBAy1Zmva4d+8e7u7uDt1XSkoKQUFBDBs2jJSUFM6dO+fQ8VKplF69enHmzBmbWZ1mY29H6i89PDwQiUQO1WAajUY8Pe2vMYLp3lNSUujZs6fN/f780+SQ86RlmJFhw8rz1ltv8dFHH9G2bVuUSiXLli3jgw8+YPXq1cTFxQke88sgMzOTI0eO0KlTJ8GfL3uoVCr+/PNPoqKimDJlCl5eXsVy3mfZsmULfn5++Pj4CNr/zp07rFmzhoYNGxbbvTpx8ixOwfwPAwdmM2FCDgqFyGIvlpubi1oNK1bI+emnJyKl0UiZOdOb+fMV3Lkzil9/7cTs2d5s2xZOdnZ7Nm/+O8+509LSKFeunNXrbtiwAbVazbBhwwSN8/bt25YwsVBiY2MpXbo0/v7+/Pzzz4KPMzNo0CA0Go1dP9HWrVtzy9Q4UzAqlQq1Wk2LFi0EH5OSkuJQF48dO3ZQoUIFy9/VGufPu5KW9mSWaSrQV5KRkcGKFSuYPXs2K1eudKgJtBAUCgUVK1ZEoRBmmOAou3fvJicnh9dee63YznnmzBnmzZuHXq9n2rRp+cpNioPU1FQ0Go3VDO+CiI6ORqvVUrt27WIfjxMn4BRMpFIdM2dm0rGjGhcXMTKZDL1ej1qtJiNDxJw5Hhw9av1Be/myjLg4bypXrgaYZlhnz55Fr9fn2e/+/fs2Q4IrVqywNH22R3Z2NgaDgfLlywu+x+vXryMWi1m7dq1DdnUAFStWpFq1aoIs4Hx8fAqVrRgdHU29evUE779r1y4qVqxIQECAoP1v3LjB48eP6datm839Dh2SPdNcO479+5fbNAAoDLVq1WLMmDF8/PHHzJo1i5EjRzJr1izee+89m/0qC8uqVasICQlxSHzsoVKp+Prrrzlw4AAdO3Zk+vTp1K9f3+YxMpmM8uXLExkZafPlxUx2djaBgYEOjUun0z23lw8nTv5fJ/34++t47z0VJUuaSg8kEglarRa9Xs/du2I++cQdjcb2r+jBgwdUqVIFMPmhWkuIuXnzJg0bNizwHMnJycTHx9OuXTu7qfQAOTk5hISECHaGSUhIQCwWO9zsWiwWM2TIEG7cuGG38Ny8ruqoCQKYZkEzZszAz89PUEZnTEwMDx48YODAgTbLW57m0KFDdOzYkU2bNhVYm7h5s4xOnZ4uMTHSv382CxYULewolUpp1KgRderUoXTp0hiNRh48eMC2bdssPsMeHh50796dwYMHs379eoetCm3x4MEDkpOT6dOnDwsXLizWOtCDBw9y5swZunfvTvfu3encuTOXL19Go9EQEBCAj48PHh4elkYABoMBo9FIt27dWLZsmc3PZEZGBqVKlRI8Fh8fH9zc3AR9h5w4KQz/bwWzbl01b7yRg1xutHiJajQadDojx47JWL5c2DphbGwsERERyOVy3N3drZZH3L59G7FYbLMP4b59+xg2bFie8o+CSE9Pd/jNW6vVEhIS4tD65fDhwxGJRIJml8HBwYWuNczMzESpVNKhQwfB2btr1qxh6tSpBRbSP8vx48dp3769HSs7KRcvSmnYUGtJ+AoL0yOX6/KV99hDoVDQrFkzatasSYkSJSw1m6tXr+b69ev59lepVPz666906tSJvn37cvfuXYc6oTxLtWrViIiIoHz58nh5eaHX68nOzmbWrFlkZmZy9epVDh06VKRrPDt2sVhMjx49qFu3LllZWaSnp3P79m0SEhKIi4sjOTnZ8rLy+uuvM3bsWObPn1/gGB49ekSFChUEj6N79+4olcpnLBOdOCk+/l8KZp8+2XTurEEqBVdXU2mIKcNVxC+/yDl0yH64yExWVpZlzSsnJ8eq8bVOp0Oj0VhaJFkjJiYGrVZLvXr1OH78uM1rJicnOxSSNY+zXLlyggWzSZMmVKpUicWLFwsSQolEYtf02xYnT56kXbt2gvdXKpVcvXqV3r1789FHHwk65vz58zRt2tSmld2vv8qpV8/kxyuVSnFx0dG/v5qVK21/VczWcKGhoQQEBODu7k52dja3bt3it99+E/wQ37lzJ+Hh4QwaNMhuR5xnCQgIoHv37lSoUAGj0UhaWhpXr17l7NmzFuclPz8/WrRowSuvvEKjRo1QqVTcuHGDMmXK4Ofnh9FoRKVScebMGZvlQ9YwGAxUrVqVuLi4Ao3TzaxcuZJ33nmH119/3WLP9yxpaWmEhYUJurZMJqNq1apWvY2dOCku/p8Jpo7Zs7MIDTU94F1cXDAYDP/xPRXx+ecexMY69ivR6/WWUgRbgpGRkUGlSpVsZpA+fPiQsLAwu4J5//59atQQXooCpodP6dKlBe0bEBBA586d2bt3r2CLu6ysLEs7scJw/PhxOnTo4FBfzvXr1zNnzhxat24tyAB9x44dNGjQwGZ9X3q6lLt3xVSurLV0gWnQQMvKlTqe/bp4eXnRvHlzwsPD8fHxQa1Wk52djZubG/Pnz3d4vdjMb7/9xsSJEylfvrygcpUGDRrQokULfHx8ePjwIb/88kuBZTqpqan8/vvvgCmE2bJlS2rVqkVOTg779u1DLBZTvnx52rdvT/Pmzfnhhx8E+92OHz8eNzc3izm7kPt82vjd2liFZrz26dOHnJwcLl68KGh/J04Kw/8bwRw3TkmrVmD2GDAa9Wi1InQ6HbGxpvVKR8NugCXBR6vV2sxcTUpKsitY8fHxVKtWze41Y2JiHK43S0xMFJQ9KBaLGTNmDLGxsQ75gqpUKpsNm+1hMBiIi4ujRYsWggVTp9Px119/0bJlSw4fPmx3JqzT6bh58ybt27e3uUa4caOcGTOyLSUmHh5qWrfWceCAlMDAQJo1a0ZoaCgKhYLHjx9z48YNjhw5QnJyMmKxmI8++ojw8HBBDcat8eDBA27evMnIkSPZvn07165ds9T4enh4EBQURHBwMNWqVaNMmTKIRCKuX7/OsmXL7HrCPk16ejqbN2+mXLlyPHr0yPKidvToUaRSKSNHjmTy5MksXbrUrivUkCFDKF26tENrpOaXsTJlylh9MXv48KGglzAvLy+qV6/Ob7/9Jui6haVnz57s2rXLIVMOJ/9b/L8QzF9+UeLm9kQswfT/NRodJ0648MMPcgr7qzDPMLVarU3P0tu3b1O1alWb50pPT8fV1X6njNTUVIxGo1XT74K4fv06TZs2tbvfsGHDEIlE/Pjjj4LOayYjI6NIggmmlk2jRo0StI5r5sCBAzRu3Jh+/foJWv/8888/mTZtGkFBQfnCpAqFgo4dO/LKK68gkXyGWJwGmMJ9gwZ50KzZLGQyGUqlkvPnz3PkyJF8a9IGg4GrV6/SvHnzQgsmwM8//0zv3r3p0qULPXr0ALA0vdbr9Wg0GpKSkvjzzz+5cOFCkVpcZWRk5Kt31Ol0fP/994wYMYKhQ4fyySefFHi8r68v4eHh/PDDDw7b8OXm5hIREcGOHTvybUtJSbFEb2zd36BBg0hLS+PKlSsOXVsoCoWCiRMn4u7uzqlTpxxqLODkf4v/ccFUsmEDiMV5xdKMqyv88INHka5gnmFqNBpLJqC10Oy1a9fsNhxOSUkRHIKKjY2lU6dOggXzzp076PV6m+HLoUOHEhISInjd8mnMb92+vr4OzXKe5u7du6jValq1asXu3bsFH/f7778zePBgQddOT0/nwYMH9OjRgyVLlgAQHh5O27ZtKV26NCqVimPHjnH2bAYDB2otnr8KRSb//LOBLVtu2P3dbNu2jZkzZ1KxYkWH2lo9y6ZNm16IqXhqamqB0Y9Vq1bxwQcf0KNHjwLrcLt160ZqamqhalQPHjxIx44dOXXqVD6x1el0GI1GAgICChQpX19fypUrV6hGAkKoWLEiw4cPJzMzk08//dQ5u/x/zv9sHWa/fko2bgSJxLpYAkilEBFRuIe7GbP4mddCC6ovy8zMxGAwEBISUuC5kpOTBa8D/vHHH5QqVcpmfeeznDx5khYtWuQTZYVCwdtvv03lypVZsmRJod+gdTqdQz631jAbbztCdHQ0KSkpDB48WND+27ZtIzg4mL59+/Lhhx8yePBgcnJy+O6775g7dy779u1j+3YxmZkGizhqtWqqVTsp6EVCpVIRHx9P586dHbqPl0VycjJubm5Wt+l0On7//Xfq169PxYoVre4TEhLikLvT0xw9epTExERGjRpV4PVtfabat29Penq6w40EhNCiRQtGjRrF9evXWbBggVMsnfxvCuZPPynp08c0s3yWpyd/IhFMn160a+l0OksoMjs726ZtnUqlshmWNb9he3jYn/WmpKTw8OFDevXqJXisO3fuJDc3l0mTJiGXywkKCqJnz57MnDkTFxcXFixYUKSUfI1GIzixqCD27duHh4eHYFMCM7/99huBgYF2i/Pr1KlDz549MRqNVKlShWPHjjF79myWLVv2zENXyvnzLpYIglQqpXJlAx4ewmbeW7duJSgoqEDrOKlUSq1atQSd63mTkJBgcznh4sWLREdHM2zYsHwvhFFRUUgkEk6ePFno6y9fvhyFQsGYMWPybVOr1TZfCgMCAgQb8QtFLBYzePBg2rVrx/bt251dUJxY+J8Lya5fr7Q6qzQaQafLP+MUi+G995R8+qljhuZmHj9+/J/ziElPT8fHx6fAVlWPHj2ibNmyNs+n1WqpVq2aoPKPrVu3MnLkSBQKheBEi0WLFjFx4kQ++OADwDTzPXjwoKAsU3tkZ2c7NOO1hkqlIjU1lQ4dOrBq1SrBxyUnJ3Pz5k369u3L3Llz82zz8/OjQ4cOVKtWDbFYzJ07d9iwYYPdl4O1a11p3FiLTqf7jx2hqcRkxQr7X5v79++TkZFB165dLQ9cX19foqKiqFatGr6+vmg0Gq5evfpCe2VaIzExEZFIZHPt2Fz3OnPmTC5fvkxmZiaVKlWibNmy7N+/v0j3kJuby+LFi3nzzTcZPnw4P/30k2VbdnY2fn5+BR6rVCqLHNV4mgoVKvD6668jlUrJysoq0jq0k/89/mcEs3VrJW+8UfCsMikJJkzwZdgwJZ07PxFNkQjq1Cn8dXNzcy3rLI8ePaJkyZIF+qnGxcXZtYDLzMykcuXKggTz9u3bZGZm0rNnT8FvwSqVinnz5jkkskK5desWNWvWLPJ5jh07RpcuXRw+bu3atcyaNYuuXbuya9cumjZtSoMGDfDx8UGpVLJ3716OHz8uOEFGpZJy65aYatV0lrXMyEgtK1bkLzGxxsGDB+nevTuvvfYaFStWRC6XW1pkrVmzpthnRoXF3Lg8KCjI5prrggUL6NatG6Ghobi6upKTk8M333xTLEkwKSkpLFmyhAkTJvDaa6+xevVqwPSSaesl7I8//mDGjBlMmDCBlStXFsppysyrr75KZGQk165d48iRI4wePZrAwMB/zd/Jycvnf0Iwf/hBiZ+f9bVKgwG+/x4OHDDNIH/+2ZeOHU2zUDNisSmMO3x44WaZWq2WcuXKkZqaavNt+Pr16zRv3tzmuYRk0z7Nvn376NmzJ1Kp1KG3/OIWS/NY7NU5CuHUqVN07dqViIgILly4YHUfsViMv78/gYGBlCpVihIlSuDj40NOTg6NGzemcePGaLXaQpVbPM3GjW68//5jS4mJu7uajh217Npl/6tz5swZ2rVrR9myZTl+/DgnTpx4Lr/34kCr1RIYGGg3SWnr1q3PbQyJiYl8//33jBkzhilTpvDdd99x584dm+v+KpWKhQsXMmzYMKZNm8aCBQsEuxeJxWJCQ0OpXr061atXR6FQoNVqCQsLIywsjMzMTIe66Dj53+e/XjBthWD1eujXL78IvvUWfPNN3mNMS01KwHHRNIenLl++bNOBJzY2FpFIhL+/f4HF4CdOnKB+/fqCBfDcuXN06dKFDh06sH37dofHXpxkZ2dz+vRpevfuze3bt4v0tn/nzh3atm1LYGAgvr6+eHt74+HhgVwu/4/Pq8koQqfTWQwDMjMziY6OJjMzkxo1alCqVCkSEhIKLZYAN2+6kJwsokwZrcVCsU0bDbt2WU+SeZaYmBgqVqzI/v37Cz2GF0F2drZDvq3Pi/v37/PZZ58xduxYZsyYwfbt23F1dcXLy6tAIUxJSeHzzz9nypQp9O/fn2XLluXZLpVKCQkJoXz58pQpU4aSJUvi6emJVCpFJBKRmZlJfHw8ubm5xMfHc/PmTZKTk1/E7Tr5L+O/VjDr11cydWrBIdj0dBg50rr4PXjgi1ar5OlkUZEI1q+Hfv0cH8u9e/eoXLkyhw8fpkSJEjb3zcrKonHjxmzZssXq9uTkZNRqNa1bt2bPnj2Crn/ixAmaNm1a7IIpl8sdzgzcsmULlStX5q233uKzzz4r1NqWTCbD398fb29vatasiUqlIjMzk7i4OB4+fEhSUhIPHjywWau5f/9+2rdvT5s2bTh8+LDDY3iaPXtkDB1qCr27uLjg76+lWjUt168XnCjz5Ng9TJs2TbCx/MsiKyvL7mf3RaFSqViwYAG9evWie/fuGI1G2rRpwx9//GHzuAcPHhASEkKfPn0oVaqUxYxdIpFgMBjIyckhPT2d+Ph4UlNTad26NTNmzHhBd+Xkf4H/SsH8+mslZcsWHIJdvRq2bbM9UxwwwJdNm5R5ziGRQJMmSo4fd2yWefHiRerWrcvDhw8pUaKEzeSJmzdvEhYWVqBggqm0IjIyUrBg7t+/n2bNmhEVFeWw/6c1QkJCGDRoEElJSfne1oWwaNEipk+fztSpU/npp58celv39fVl0qRJaDQacnNz+eeff6wWtQthz549REVFFfn3sn+/C717qy1dTEQiI7175/DJJ/YFMz09nfT0dNq0acP69esLPQZHEYvFVKxYkUqVKhEUFETJkiVxd3e3ZMNqtVqUSiXXrl3j9OnTpKWlERQU9MLGJ4Q//viDnTt3MmTIEOrWrcvx48dJTk4mODiYypUrExwcbHmxMht+ZGdnU758eVJTU7l9+zb37t3jzp07Vr+PrVq1KtBlyIkTa/zXCea6dUqkUushWIMB+vYFoWHVhAQICsqbAPTWW2DHyjUf5jZbFStWJD4+nooVKxZoKHD48GHq1q1rs3PJ7t27qVevnuAvs8Fg4OLFizRv3rxIwiCTyRgyZAiVK1cmOjqatWvXFuo8Op2Or776itdff5233nqL2NhYtmzZYvdeKlasyIgRI0hKSuK7776je/fu1K5du9CCCaaXj2bNmhXxRULKmTMutGypsXQxCQnR4+mpIyvL/lcoNjaW4ODgIlzfNjKZjPDwcKpWrUpQUBA+Pj4Wn2TzrCo2NpakpCQePXqE0WjE39+f0NBQGjVqRKtWrdDr9Wi12uc2xsKSm5vL8uXLGTlyJOPGjbMIfm5uLhkZGSQlJXHmzBlu3brlcBhVo9FQqVIlp2A6Ecx/jWCWK6fkyy8LDsFmZ8Nrrzk2M3zzTV82blTms8z7+GMls2Y5dq6UlBQaN27M7du3CQkJKVAwU1JSyMrKokOHDgW6uGRnZ5OSkkKHDh34+eefBV1/69atREREUKNGjUJZhDVs2JAuXbqQk5PD0qVLiYuLc/gcT5Odnc13331HxYoV6datG5MmTSI1NZWdO3dabccVGRlJr169uHz5skWo9+3bR/369QkICCj0mtL27duZNWuWQ/1DrfHbb640bapFKn1SYjJwYK4gp6g7d+4UW2NomUxG9erVqVKlSh5x1Ol0ZGRk8ODBA44ePcrVq1dtJhhdv37d8hIhl8vp0KGDQ028XzQrVqxgypQpuLu7M3fu3GIpxcnKynquLzJO/vf4rxDMjz9WEhZmPQRrNMKBA7B0aeEyXNesgSFD8s4yBfif5+PSpUs0a9aMgwcP8uqrr7Jz584C9z137hyNGze2aXt25MgRi4eoEDQaDbdu3aJjx44OCWaZMmUYNGgQJUqU4MiRIw5Z0gnh7t27LFq0CD8/P3r06GFx1Tly5IhlbbFTp05ERUVx4MCBPMkx5prMdu3aCe6A8SzZ2dnExcXRuXPnAttICSE3V8rNm2KqV39SYhIRoQPsl5hER0cXKpO5uMTR/r3lsnXrVho0aGAzueZls3DhQqZNm8bbb7/NF198UST/XLBfsuLEybP86wVz7VolLi7FE4K1xpYtvgwcaArzmhGLYfVqpUMz1hMnTtC2bVtyc3ORy+WUKlWKhw8fWt334MGDtGjRgtDQ0AK7w587d44ePXrQuHFjwcXTmzdv5t133yU4ONhmJ3swzSoGDRpE5cqVuX//PsuWLXuuD8rU1FR+/PFHZDIZXbt2pU2bNrRp04a0tDT8/f1Zt26d1VKUkydP0qFDhyJde+vWrUyYMKHIYrB+vYI5c1SWEhOFQk2XLlq2b7f9NVKpVBZbxIIiD3K5nPDwcEJDQ62KY0JCAkeOHCE6Ovq5lKYYDAaLacaZM2eK/fzFgU6n48svv2T69OmMHz+exYsXF+l8SUlJzhmmE4f41wjmtGlK6tQxCWNSErzzDvz2m3XjdKMRNBoYOLDwQvk0kyfnLzNRKBw7R25uLpmZmTRr1ozLly9Tq1Yt9u3bZ3VfnU5HQkICbdu2LVAwAW7cuOGQYJq7zXfv3t1iLG6Nrl270rBhQ1QqFcuWLSuSQbijaDQafv/9d37//XemT5+Ot7c33333XYECf/LkSTp16uRQn8xnSUhIID09nW7durFmzZpCj/3uXSlJSSKCgp6UmLRqpWH7dvslJiqViipVqnDjxg2LOD49czTPPp8WxytXrrxQ/9LMzEwqVqxoVzB9fX0JDQ3Fzc2N48ePv3Cnon379tG5c2eGDRsmeMnCGrdu3aJ58+Z2u6E4cWLmpQtmv35Kevc2iZVZsIKCYN26gkOwZ8/C/PnFI5ZgKjPJzTW1ADMjEsGqVUqGDhV+natXr/LKK6+wcuVK+vXrV6BggimzdejQoTbDdLt37+btt992aGa0ZcsWxo0bZ7VzR2RkJF26dEEsFrNjx46XZvslFot58803USgULFq0yGa5RWH6ZFrjwIED9OzZs8gPx127XBkxIsdSYlKypIbq1dVcvWq9LZtUKiUsLAyRSERkZGSeGltz55TDhw+/cHG0htFo5JVXXqFWrVqkpKRw8+ZN5HI57u7u+Pn54eXlZXlR0Gq1iMViqlWrxg8//FDsY5HL5ZQvX56yZcvi6+tL+fLl8fb2zvNiUblyZTp37lzopLDbt2+j1+tp0qRJsWSXO/nf56UKZv36JpP0Z4WxIKE0GGDKFIiLKz6xBKhXrx737nWnWrXxRZpl7t+/n0aNGqHX6xGLxVZ7Lpq5ceMGWq2W5s2bF+jjmpKSQmZmJh06dGDDhg2CxnD//n1SU1Pp3bs3y5cvByA4OJiBAwfi4+PDuXPn+PPPP1/aG7VUKmXy5MkoFAq++OILQS8C+/fvZ8SIEQ6vAT7NuXPn6Nq1K23bthVcrmONQ4dc6Ns396kSE+jTJ69gisViWrVqRd26dfHx8UGv15Oens7Nmze5d+/ev0Icn6ZWrVp07NgRd3d31q5dS05ODs2aNaNWrVpoNBrUajUPHz7k/Pnz3L592/KZHjBgQLH4uNasWZPIyEj8/Pxwd3e3iLJeryc3Nxc3NzdiY2M5cOCApZk2QEREBL1792bfvn2C+6c+yz///EPr1q0dskx08v+XlyqY77xTcOutpzEaQas11U4WJzKZjBEjRlC2bFmOHTtGSAj5zAzmzVMyY4aw62ZnZ1uSVM6dO0f9+vXZvHlzgftfuXKF+vXr2zQ+P3PmDM2aNRN8T2CaZQ4fPpyAgAC6d+9OxYoViY2N5bvvviuS+05RkclkTJkyBbFYzIIFCwSvxd2+fRuNRkPLli1tztrtce7cORo2bFgkwQQJp0+70KaNBhcXEXI5hITo8fXVIRYH0LVrV0JDQ9HpdFy9epXDhw//a11jmjRpQps2bXB1dSUmJoaNGzdaPh9CMoqLWsPo7+/P6NGjcXd3JzExkbi4OMv/3r9/3yJgs2bN4vbt2/z99995jr9w4QK9evWylEEVht9//53q1avzxhtvPLeemk7+d3ipgimk9aPRCDdvwnvvFa9Y1qxZk759+5KTk8OiRYtITk5m507YtClvxmzlyo6d98SJE3Ts2JHff/+dd955h507d6JWq63uu2fPHiIiImxa5R0+fJjWrVsTHh4u+KEQExNDeno6b731Funp6UUqEymu9R2FQsFbb72FRCJh/vz5Ds8IoqOjiYyMLJJg7tq1i0aNGhVpPRQgNVWPmxuIRKbZrkIB335rJC5uCmlpafz+++8FeuD+G/D392fMmDG4ublx9uxZtm/fXqiZu0KhKDCxzR5SqZSJEyeSnJzMggULbH4ecnJy8PW1/v3X6XT4+PgUagxgCvkvXbqUcePGMX36dH744YciWSk6+d/mpa9h2kMkgiL4eOdDKpUydOhQQkJCOHv27DMzQF/0+rwZsyIRdO+uZMsWYYJ96tQpOnfuTMWKFYmJiaFOnTqcOnXK6r6ZmZmkpaXRoUOHAssmdDodcXFxtGrVyqG36O3btzNo0CAWLVokKPwnlUoJDQ2lSpUqlnUjuVyOWCxGpVKxcuXKQvfK9PLy4u233wZMs/DChM/27t3LtGnTrK7NCkWn03Hr1i3at29fCMHM4e23tdSvr7dqnOHqquLLLz/g0aPChQZfFCEhIQwfPpz79+/z008/FTqUCVjWcQvDq6++ik6ns5mcZkalUhUoilqtFk9Pz0KNwUxycjLz5s1jzJgxTJ06lV27djnXNJ1Y5V/fQNpohCL0ps1D1apVmTVrFoGBgXz33XdWw6Xz5+dvMj1okPBrPJ2kcvr0aRo2bGhz/+PHj1OlShWb+xw7doygoKB8zXttYa7Ns9YmSy6XU6dOHfr06cPkyZP58MMP+fjjjxk0aBBhYWE8fvyYEydO8NNPPzF37lxSUlKYMGEC/fr1Q2zNOcIGbdu25d133yU9PZ3vv/8eX19fZE/HvQVitpgraonJli1b8PPzE1x/V6JEDgsXKtm4MZcmTfRWS5zA9LOZM/+doVczAQEBDB8+nH/++Yfvv/++SGIJJu/WGjVqFOrYChUqCH5pycjIKFAU1Wq1oIbr9sjNzWXRokXs3buXjh07MmHCBKTSf/18wskL5qV+IoxG+2uYRmPRk3zEYjGDBg0iPDycixcv2vT0vHDBF4Mhf/uvwEAlDx4IG4c5SeX+/ftIJBLKlStXYEj0xIkTdO7cOV8rKy8vL1q2bEn16tXx9PREp9PRpk0bhwzWjx07RuvWrYmPjyckJIQyZcrkyzRMTEzk5MmTli4f1li2bBlhYWH079+fWbNm8dtvv9kshwFo0aIFLVu2RCwWc/ToUcu6oVqttpgUOMrZs2fttkezR2pqKikpKXTv3p0VK1YUuF+9ejmMHZuLl5ewdXYAO73BXyoKhYLx48dz9+7dYvO03bp1K1OmTKF+/foO125qNBrBL4BKpZKKFSta3aZWq3F3d3fo2rY4dOgQly9fZty4cbz77rt89tlnzmQgJxZeqmD+8w/UqlXwA8lohKLmqFSsWJHXXnsNkUjE8uXLuXPnjt1jjh+HqKi8a5lffy28k8nt27fJzc2lXbt2nDlzhgYNGthcQ7xz5w7NmzfnwoULhIeH0759e0qVKoVKpSI6Opq//vqLRo0a0aBBA4cE88iRIzRv3pzOnTuTlpZGbGwst27dypNpKJRr167x4YcfMmDAAIYPH05MTAyrV6/Ot/bVuHFj2rVrh1Qq5dSpU+zcuTPPA+fWrVvUqVOnUIJ55MgR2rRpQ9WqVQs0ABDCrl27GDJkiFWT/JEjs2jdWlfgTNKMuRbY9alqEpEIRo3KYPly70KP7XkgFouZPHkymZmZNl8SHCU1NZX9+/fTo0cPy2dVKAkJCVSqVEnQvo8ePbKYqz9LTk4OCkfT2e2QmprK/PnzmTlzJp07d2bbtm3Fen4n/7281JDsxx/7kpmZNwRqxpwZO2xY4WeX/fr1Y/To0dy9e5ePPvpIkFgCLFrkm29Mphmn8LWz8+fPU7duXc6fP094eDhubgUXt+/Zs4dSpUoxc+ZMBg8ejEql4ptvvmHu3Lls3ryZ9PR09u3bh0wmo1atWoLHYDAYiI6ORq1W8/XXX7Nx40b+/vvvQpc0GAwGfv31V77//nuCgoL44IMPqFmzJmCq8Zw9ezadO3fm0qVLzJkzh+3bt+d7Oz906BB+fn6FCneZDR9atWpVqPGbuXbtGjk5OXTq1AkAN7ccPv00nQ0blHTsqEMmK7i0SaeDc+fE9O4tZ+BAeb7PSdu2z2c2IpHoqVxZQ4cOufTpk03nzrnUrq1BJtPbPXbixIlIJBIWLlxY7OM6cOAAp06dYsiQIQ79Xfbu3Yu3t7fNhutmkpOTC1wrValUxS6YYJoBX7hwodAhZyf/m7z0IP3w4b40aFCGyZOjLWFQgwGWLYMDBwonlkFBQQwfPhwXFxdWrVrF9evXHT5HcjI8XWImEpnahr32mrDj9+3bR5MmTQgKCuL69etERERw3EobFKlUSufOnTEajWg0Gr788kurgqbT6YiJiaFt27ZWLeQKYtu2bdSpU6fQpuzWiI2N5eOPP6Z3794MGDCA7t27o1AouHjxIn/88YfNjMv4+Hg0Gg1NmjQpVJ/Kv/76i8GDBxc5e/fEiRN06CCna1cl3t72Z5O5ufD77zI2b84b/svKyv1P83ETYjHUqpXFpUuFS0SRSPRUqGCgUiU9ZcvqKVXKQIkSBjw8QCzO/2ap14u4elXCypVuZGfnTzsfMmQIJUuWZMGCBc/NkWfr1q0olUo6dOjAsWPHBK2Npqenk5aWRqdOnez6BCcnJyMSiaz+zW/evEn16tWLNP6CuHPnDpGRkc/l3E7+O3npgglQt25P/vqrW7E4hvTo0YP69etz584dVq5cWegGxnfufEzp0rMKbWSg0WiIj4+nXbt27Nixg169euUTTH9/f8aNG4der+f06dPUrVvX5uzPvGZkqwzlWXJzc4mJiaFTp07FJphgMkMwrytpNBq++OILwTPXO3fuEBERUSjBjI6ORqfTERUVVejG0NOnK6lbd1MedylrGI2QmgpffSXnxg3rEYL335eyaJEuT/h+6lQdgwfbG4We8uWNVK6sIzhYT+nSBnx9DXh6gkTyRBhNnVFcLYbvYrEYkUiE0WjEaDSi1Wp55ZVs5sxR8dVXHiQlYXGsat68M2FhYSxduvS5G6ofPXqUli1b0q1bN5tNBZ49xlpS2rNoNBpLS7Jna1r/+ecf+vTpIzh7evz48Zw5c4azZ8/a3dfFxQWjtfCXk/+3/CsEs0yZMkVeJ/D392fUqFG4ubmxfv16h2ZhTxMQEMDYsWPRaDT51qgAvvpKydtvC5v57tmzx9Lf0Wg0UrFiRYtva7Vq1RgyZAjx8fGWF4V69erRoEEDTp8+bfV85oSVbt268eOPPwq+p82bNzNt2jSbyUdC8fLyYtCgQZQrV4579+5x+fJlGjVq5FCY98iRI4waNarQs8QbN27QoEEDBwVTyfLlYC7nsyWUej3cuiXi449dycmx7RObkOCJTmdqEGBGLgeZLAuNxhPQU7askZAQHeXK6QkIMFCihBEvL2MeYZRIJLi45BdGMIXCDQYDOp0OnU5ncZJycXFBJpMhk8kQizOZMyfLcj6ZTIar63HOnj1Oamo6IKDouYj89ddftGvXTrBgnjp1im7dutlsQmBGr9dTunTpfIKp0+nIysqiXbt2gpKZFAoF5cqVEySYFSpU4PHjx3b3c/L/h5cumAEBAUil0iIVenfs2JGoqCju37/PF198Ueh0ebPV1t27d/nxxx8xGPIbGTiSCfl08s/p06dp0KABd+/epXHjxnTp0oUzZ87w559/Wva/du0aLVu2LFAwweQvO3jwYKsJKwWRnp5OfHw8PXr0KHSLK6lUSt++falRowZpaWl8++23JCQkIJVKadasmaCHnpm7d++i0+lo1KiR1TC1Pfbu3SvYYzcsTMns2QhO4jl4UMqKFY6FUzdskDJwYN5Z5vLlOhISMvHyMiKVPiuMMiQSCRKJJI8wGo1G9Hq9RRS1Wm2eFwq1WkRGhumfm5uBgIAcXFyy8fLywsvLy+Lvar6OTqekWjUVn3wiYvVqNy5edLycRwheXl6UL1+e2NhYxGKxzZe+Z9FqtXh720+SUqvVlCxZ0uq2w4cP07FjRzZu3Gj3BSw+Pp7Q0FC71wsODiYiIoKTxVXT5uR/gpcumI0bNyYzM7NQoVNfX19GjRqFl5cXmzdvFvTWWBA9e/akfv36HDp06CnrNOtGBsOGKfn5Z2GzzMuXL1O9enUWLlxI27Zt6dSpE02bNmXPnj35Zkjbtm1jxowZNj1ozUk8HTp0YOvWrYLv748//mDSpEn4+fnZNDu3RocOHWjatClqtZq1a9fmqZ/T6XQ8ePCA1q1bCxZMgHv37hEZGVkowTQ34bY1mxk2TEmnTtgNu5oRieCPP2Rs2uR4icIff3gyYEDeRuQeHlCmjAtSqdSqMBoMBvR6PWq1Op8wajQi0tNFPHokJilJSmyshJgYKWlpeWeJCoWed97JRi7X4ObmhlQqxWAwYDQa0elMfTtNnVBUjB6dw+rVRk6dsp5tCqZs2mbNmlGvXj28vb2R/CepwGAw8PjxY+7evYtSqSQ7OxsXFxeCg4OpUKECcrkcnU6HRCJBJBLRvXt32rdvz8OHDzl58mSB0R7zLFmIW1BOTg4lSpSwuu348eO0b9+e1q1b23WC2rFjB9OmTWPixIkcO3aM7Oxs3NzcUCgUyOVyPDw8CA0NpWTJkmg0mkIbuzv53+SlC2aFChUKFSZs1aoVbdq0ISkpiW+//bbQPQKlUiljx46ldOnSrF69mmvXruXZ/s47sHBh3llmp04gtKvQiRMnqF+/PlqtlgcPHhAVFcXGjRutzqgzMzNJTEyka9eufP/99wWe89SpUzRu3NghwUxMTOTRo0f06tXLYspuD3N3E4lEwv79+zl06JDV/Q4fPkz//v0dCrEePXqUYcOGFTose+HCBRo0aJBPML/+WklwsH2hNC9NPb1P166aQgkmwLVr8Gzuibu7AZ1OUqAwarWm2eKjRyKSkmTExUm4eVPKo0fCwqfZ2RKSkiYQEnKE7OxoiwWjwSCyJAh5eHjg6emJSqViwIBc7t2TkpSU9/zly5enc+fOBAcHo9PpuHnzJjt27CA+Ph5XV1e8vLyoXbs2ERERZGdnI5FILCJ64sQJjh8/nuf7FxAQQI0aNahSpQr9+vXD3d3damecRo0aWYw+7N9rtk1HH3NTdnuCmZmZycKFCxk0aBC9evVCJBJZQt7mWX1CQgLr1q1j3LhxREZGcu7cObvjc/L/g5cumL6+vg7NMry8vBg5ciR+fn5FtrDy8/Nj/PjxGI1GvvjiC6tJA/Hx+Y0MRCL48UclI0bYn2UmJyej1WqpW7cuSqWSjIwMm+HnXbt2MWzYMORyeYHrgvv27aNZs2b5zA7ssX37doYOHYpCobD5glGhQgX69++Pl5cX58+fZ/PmzTZF7fLly/Tt29ehEGtMTAx6vZ7IyMhCNSw+ePAgzZs3p0KFCmRk/M3ixaa1QyEimZwM48fDJ5+ICQt7cl/u7hASksvt28IdlczMnq1g06bsPNcXiTRkZmrRakVkZpqEMTnZJIy3bklJSoKirC22bduWChWqMHXqThQKF+RyCXfuSNBqJQQG6unbN5tq1UxlF+7u7uh0GQwcmM1XX5mEJygoiL59+1KqVCni4+NZvXq11YzylJQUwsLCyMnJYe7cuXbHlZycTHJyMmfPnmXq1KlWS6qkUint27cXHBXKzc21WT6yc+dOGjZsSJ06dfKZtD9LSkqKoBKb6Oho2rRp4xRMJxZeqmBKpVJcXFwEZ2926NCBZs2a8ejRI+bPn1+kzL/w8HAGDRpEQkIC33//vU1B2LULOnfOO8v09oapU5UsWCBMNF955RUOHjxIRESEzX1jYmLIzs6mU6dO/PHHH1b3MRgM3Lhxg9atWzskmGXKlMFgMNCtWzfWrVuXb7u/vz8DBgygdOnSZGdn88knnwieucfExDi8Jnn//v1CucSAKXNSKl3K559fstpk/GmMRtO/Y8dMNbZmPv00l1WrcjC7/YlE8PbbOYwf77hggiuJidkEBj75iUgEa9dKOHxYQXEn3fj6+tKyZUt27Njxn4zpvF/lBw8kLFzoyYgRKurVM4VQFQoFlStnEx7uR5s2gyhTpoxl3d9emD4iIsLhLOsxY8aQnp5u1aRi4sSJaLVawcl+MpkMrVZb4HadTse1a9do166dXcEUypYtW5g5cyaVKlUSXMPt5H+bl2pcEBYWhl6vt/tQDg4OZubMmTRt2pTt27fz1VdfFUks27dvz+DBgzEajaxYscJuSPDnn315dolVJIIGDUxrZfa4du0agYGBlpZJISEhNvc/fvw4tWvXtrnPtm3bKFGihKB+hK1bt+bDDz+kTZs23Lp1i1deeSWP/6aHhwejRo2yGKTv2LEDNzc3h8Lc+/btw8/Pz6Ei8mPHjhWqn+KXXyrZuFFJxYqXkEhsO0VptTBvHvTp45tHLAGys+U8G1QoVQqgcMYOM2a45vMhHjpUx/PIUB05ciTJycl2X1BWrnTj8WMRubm5uLi44O3twYQJdTAajSxcuJDvvvvOrljWrFkTV1dXh5YAAEqUKMHKlSvz/CwsLIyZM2fi4+PDokWLBIfjS5Ysadf8f8uWLfj4+FCuXDmHxlkQKpXKUhrmxAm8ZMGsWrUqGRkZBW4Xi8UMHjyY8ePH8/DhQz766COrayGOMHz4cJo3b86mTZt4/PgxEyZMEHRc//6+PPvdFolMM88337QtmmfOnEEulyOXy0lPT7c7yzx8+LAl27AglEolDx8+pGvXrla3S6VSunXrxqxZs2jZsiVnzpxh9uzZrFy5koyMDPr27YtUKqV///689957+Pr6smzZMr755hvLQ9ieaD9NYmIijx8/pk2bNoKPiY6Oxmg0UqdOHQF7K1mzRsmmTUoqVMDmrNJohIwM6N3b9Hc7f77gKMB337nlETmxGGbOtN6OzR4qlYJnqxC8vEChKNz6ekG0bdsWHx8fQWvRer2E27clloxqkUjE3bt7Wbx4seA+nUFBQeTk5DicmJednU3fvn1RKBT06tWLOXPmMGTIEJKSkpg7d67gl94yZcrg4eFh97ufmZlJfHw83bp1c2ictrh7926ByUZO/v/xUgUzODiYJNNCTj5q1arFnDlzCAkJ4aeffmL58uVF6q4gl8t59913qVChAt9++y0XLlxg8eLFlChRgj59+gg6x+TJ+W38RCKT7+zUqQWLpkqlQq1WU69ePe7fv0/58uVtXsdsadeyZUub++3atYsKFSrk6f7h5eXFkCFD+PDDD6lTpw4qlYrMzEx27NhheZv/448/CA0N5cMPPyQ0NJT169fz+eefW2pEwZR+37hxY5vXf5Z//vnHIes+83UaNWpU4PbatZWsX69k0yb+04Oy4HMZDHDlCvTu7cvw4b6A/XD5xYtynm1XWrNm4R2Eli/PP8v86KPCCbA1ng7FCo0AJCRILAX4OTk5SKWO1RZev369UPZz33//PYGBgcyaNYuwsDBOnDjB7Nmz+fHHHx36Lvfr14+kpCRBxgRbtmwhKChIcDcae/j5+TlrMZ1YeKmCKZfLqVChQp6feXh4WFpJXbx4kQ8//NChcgVrlClThhkzZiASifjss8948OABYBKyVatWUadOHUEWWPHxvnz9tXXRbNAAZs8u+AudlJREVFQU4eHhgvr3bd26FW9vb4KDgwvc5/r16+Tk5NCxY0eCgoIYP348M2bMIDAwkE2bNvHhhx+ycuVKfH19CQgIsBwXExPD+fPn2bt3Lx9//LHVtP8TJ04QFBRkd5xPs3//fhQKhUNh1pMnT1q9zoQJprDr++9jtf+kNXJz4YMPHLdT3L8/r0+piwv06FG4h+SxYwr0z9i72nk/cghzKNbWbEsqleYRuOTkJ19ziUSCp6dj7jX37t3DYDDYjHhYIyUlhV9++QWj0cihQ4fYu3evQ7PUqKgoPvroI0qWLGkpybFHfHw8CQkJDB061KGxFkS5cuXyvEg6+f/NSxNMqVRqqR0bNmwYAG3atGHGjBm4ubnx9ddfF5j04gi1a9dm4sSJ3L9/n/nz5+d7K4+JieHQoUP06tUrj6gUxPHjBYvmK6/AvHnWRfPixYu4ublx7ty5PDV5BaFSqSwlJraIiYmhfv36TJgwAbFYzPfff8/8+fMtiQ9KpZKUlJR8FmSbNm2y6ZRjFlFHwrLZ2dk8evTIoTUf83XMJu5Ll5qEskUL+2FXgyHv30Euh/r1HZ/N/fyzR7416p49Cx/NOHo075qlWAxjxmQVsLdwhIZihw4dytixYy3/bRZMg8GAWCzGw8MI2Ddtf5pLly7Rvn17h8dsLlHp3Lkz1apVE3RMrVq1mDVrFh06dODMmTMsWrSIUqVKWT4j9li5ciUlSpSw24vWHhUqVMDDw8PZTNqJhZcmmOHh4cTFxfHDDz8QGhrKnDlzaNmyJbt372bBggWCvVJt0blzZ/r168fRo0dttjXau3cv9+7dY+zYsYK6aBw/7sunn1oXzdBQWLQov2hevHgRqVTKjRs3SExMFORRuWPHDsqWLWu1b2CdOnV47733eOWVV7h27Rqff/45ixcvJjY2Nt+++/btIyQkxOEOIYUJy548eZLKlSs7dMyDBxeYOfMImzYpKVWqYKE0Z7tmZZnWJ/v0yTubMyXZFG698M6dvF8Fd3eoUKFwyT/ffuuVb727VSt9kfo2Cg3FRkVFUblyZTZu3Gj5WXy8GJ1OhF6v/4+dnpF69RwTzM2bN+Pi4sLw4cMdHvvx48c5c+YMQ4YMsflSGhoayvTp0+nXrx83b97kgw8+YPv27aSkpHDx4kVeffVVQQ3MVSoVx44do3PnzoVuAl2mTBmGDx/OzZs3BYWCnfz/4KUJZmRkJBcuXKBbt26IRCJkMhlffPFFsbzNicViRo0aRePGjVm3bh27du2ye8yKFSvQarWMGzdO0DUuXPDlrbesi2ZQEHz3Xd4vWW5uLrm5uTRq1Mhutp+Z27dvk52dnWd22LBhQ2bNmkWfPn2Ii4vjk08+Yc2aNTa/1JcvX0aj0dC2bVtB1zVTmLDsqVOnEIvFgmYDLVsq2bBBScuWK2xa15lnkzdvmtYnX3/dvD7pyv37ojwmBP7+4Obm+Czz44/zrz1OmZLj8HnMxMfn/W+JxMjs2R15/fXXqV27dp51ZyGMGDHCZijWw8ODt956i44dO7J79+48ZgBarYSEBDG5ubkWn9q2bR37Hel0Or777jtCQkIsDQAc4c8//+Tu3btMmDAh30yzXLlyTJ48meHDh/Pw4UM++eQT1q9fnyd8u2nTJkQiEb169RJ0vZ07d6JWqxls3wUfqVRKx44dmTBhAtOnT2fOnDlMmjSJhIQEfhbqUOLk/wUiWzOdEiVKPBerfm9vbyZNmoTRaEQsFrN06VKGDRtGVlYWS5cuLdK5FQoFkyZNQqFQsGTJEsGZgAA+Pj5MnTqVc+fOsXnzZkHHBAYqWbQInn3xNRohLQ1Gj36ypjZ27FjKlCnDqlWrLCUm9mjRogWtW7fmwIEDNG/eHJlMxsWLF9myZYtDiRNdu3YlIiKCDz/8UPAxAHPnzmXDhg0OmdmPGTMGFxcXvv32W6vbZ85UUru2MDcegwFWrYIdO6yvTQYHq/n662zL799ohPPnJcyb52V1f1ssX67k6YRIgwH69HEDHK/LjIpS8uabee9Pp4NPP21B7dq1qVixIjdu3ODSpUvcuHED/bMLn09RpkwZxo0bx88//2y1HjAqKooOHTqgVCpZsWIF6enp+fZp0SKX/v1z8fLywmAwkJX1mC+/dOPWLceE28PDg2HDhhEYGIharUalUrFt2zbBDb0HDBjAK6+8gk6nIycnB7lcjouLC/Hx8axbt85miUutWrXo168fX375pSB7x0qVKjFq1CiWLl1q001o4sSJ+Pv7c+fOHYvt4rlz5wrtHubkv5+0tDSrT6aXIphdunShUaNGPHr0iMWLF6PT6ShTpgyTJk3ip59+KnSST9myZRk9ejQ5OTm4u7szc+ZMh88RFhbGa6+9xrp16wSLhC3RzMzkPxmbpodFSEgIn3zySYHneuWVDHr3NvDLL2JiYrxp3bo1rVq1wmg0cvbsWXbs2FHolmVz5szhl19+yWf/ZwvzWpgjLzIhISGMGDGC2bNn5xnrjz8q8fISJpQ6Hbz1FiQl2U/i+emnJ+c1GkGthkGDHE/+iYzMZfr0nDxjO3dOzLx59s3Bzbz1lpImTazfo9EI/fqBXu+LQqGgRo0a1K5dm4CAAK5evcrFixe5e/duvnD9tGnTLO5M8+fPt/zcy8uLESNG4O/vz/79+zl48KCNkemZP19FyZJSPDw8SE9P5+ZNMV9+Wbi+nV5eXtSoUYOqVasSGhrK4sWLSUxMFHSsVCqlZs2aBAYGkpyczD///CP45W/SpElIpVK++uorQfuPHDmSUqVK8emnnxa4z6effsqKFSuc5gROLBQkmC88JOvl5UW9evV4+PAhX3/9teWBmpiYSHR0NP379y/UeRs0aMDYsWO5efMmn3766X+SGzzsH/gM165d49ixY/Tt21dQN3iABw986dMHq3WaXl6werUpXOrt7V2g0fS775qSXWbPNlC9OsybZ2DjRiUjR+7m+PGdzJ49my1bthS6CbBGo+HevXsOJ26cOHHCZqauNW7fvo1Go6F58+aULq1k3TpT/aSPj+31SYMBlEpT2LV/f19BYgmwa9eTWZJIZGrJ1q6d4+HUc+fyl5jUqiWkxCSD77833WNUVMH3KBLBr7+a/n92djZnzpyx1L4+evSILl26MH36dDp37mwJhdeoUYNy5dZQrdokIiOns3GjqcymRYtQpk2bZsn8ti2WABIOH3a1+Nm6ubkREmIgMNCxtUwzmZmZnDhxgp9//pnY2FiH1jZ1Oh1///03O3bs4Ny5cw5FSlauXEnJkiWpV6+eoP1Xr16NQqGwWR9sMBgEf9eF4O/vj6+v4y9sTv79vFDBlEqlTJo0ifT0dBYtWpRv+9q1a5HJZHTo0MGh8/bu3Zvu3buzb98+S/d2g8EgKOvVGjt27CAjI4ORI0c6cFTBoqlQwJo1SgICAp6ZPWewfLnpQdugQd4HrUhk+m+ZTMXw4dtZvz6Vr75SAgUbPdhj27ZtBAQE4OUlPFxpnmU7Wl8pEi1kzJhNfPut7dZaZqE8f97kxjNypOMPmo0b3dFq864n9+lTuISdI0fyl5h07Wo9NBcRkcHatUo2bTLg7y+s9MVaDkpGRgZHjhzhm2++sdQoDhw4kF9/TWfOnKMEBFxBKjV9HsRi0znGjz/Dvn0rHXK92rPHxeL6Y+qhaaRXr8Kv05r5+eefkcvl9OzZs8jnskdmZqalj6aQhB6NRsPevXtp2bJlgbWkV69epVOnTkUeW4MGDfjkk094++23effdd5k7d26hMoud/Ht5oYI5fvx4RCIRixcvtrpdp9Oxa9cuoqKiBBVKmwW4du3a/Pzzz/z111+WbSKRqNBGB/3798fHx6cQCUgFi6ZcDtWqvcXFixdp0iTjP7MuAyVK2H/QmsWzfHnYtMnAhg1K3nvP8cy9xMREMjIyBHW5f5qEhASB2bIGvvrK9AJQvfpdu7Z1ej0sWGASynnzivZGHhPz5KMsEoGPD/j7O57888MP+UtMevfOe5433zRFA957z4BMZv9l4GlEIli3ruC/3cOHNxg2bAMNGryHXG4sMHwtFsPYsY558Or1Ek6ckFm6mri5uVGtmp4SJQo3yzSj0WjYtGkT9erVK5TVoaNs3boVrVYrOBp15MgRMjMzC6zN3LhxI1KplO7duxdqPOYmDj169ODIkSPMmDGDmTNnsnPnTpo3b+5wprmTfy8vTDAHDhyIv7+/Zc2yIE6cOEFmZiavvfaazfP5+vry3nvv4e3tzZdffplv3VMkEhXY7aMgpFIpb775JjVq1GD58uWFtOErWDRlMli+/A6TJxvszroKQiQCiQTq1oVNm0zhuREj8s465841PdA3blTy669KQkOfbD9y5Ajh4eEO3ZG9sKxUquS335Rs2pRB+fK21yjNjZp794a+fX05fbp4QldffCHPl+U6aVLhZpl37+YdvKmLyZOwa7Nm9mtEs7Ph7bfF9Onjm+/vKZXCxo1Kxo9/Ipxz5pgyhjdtMoWUhcxWJRKYPNmxF6dt22Tk5pq+G66urkilRvr0Kfos89KlS9y5c4exY8fi4+NT5PPZY/369VSvXl2wQK9evZpy5cpRtWrVfNt0Oh1btmyhQYMGDoVSZTIZr7/+OlOmTMHFxYVvvvmGvXv3AqYIl7mcpnXr1oLP6eTfzQsRzFatWlGjRg1+/PFHqxl8z7J69WrKly9foEl5tWrVmDJlCmlpacybN6/AkoqcHOEPArMAe3p65rOJcxxf+vTxzef4AvbFRKUyPWiTkvIX5ls7l1QKHTsa2LTJJJCbNimpVu1J+E4uN62HjhmTDpjEz2g0EhUVJfhuLl68COQPy1aqZHrIr1tn/yFvMEBioml9csAAYbZ1jpCZ6YpSmff3Vbly4SzuPvssv/h+/rntsKt5NnnvHvTuLWbIEF/i4rz/M7a8+5ojBi1bml56Nm1SUrMmdmfk1kqYHJ28aDQSLlyQWl4m3dzcqFVLz/Dhj/HwKNpMc8WKFSQnJzNlyhRCQ0OLdC573Lhxg9jYWLsv1mYSExO5cuVKgbPSc+fO8fDhQ15//XVB56tUqRKzZ88mODiYn376iYULF1pNejp+/HihbAWd/Dt57oIZHh5O27Zt2bJli2ARSkxM5Nq1awwYMCDftjZt2jB06FDOnTvHt99+a3O2KjQtPDQ0lHfeeYe0tDQ+/fTTInVCeZq+ffMbtj/LszWGQ4eaHrTjx5tE9+23xaSnW39gmjGLsK1kk7ZtjZjXP69cueKQYELesOy4cSZx/vxz2w95M5mZcPq0CxMmCM82LQzr1z8p/xCJTOuP/fo5bnGXni7PZ6JeEObQ8p9/mmaT77zjC+S9z7ff9rb6tzP/3exlDJtn5L17538JE4th7VrHZpl//CFHqxWRnZ2NXC7H3V1O/fpa5s1TMWaMilKlCi+cS5Ys4Z9//mH48OGMGjWqUIl3Qlm9ejVeXl40b95c0P7r169HIpEUGHpduXIl/v7+dhOKgoKCGDFiBFevXuWTTz6xmdXv4eFRqAbpTv6dPFfBDAgIYNCgQZw6dYrTp087dOxvv/2GXC7Ps2g+bNgwWrVqxe+//26zTtLsjCPkgxoVFcWwYcO4dOkS3377bbF/uAvSc3PpxC+/mB60M2ZYn3HFxXkzYoQvvXv7Mn++mJwc2+JZECIRvPee6d527NiBp6cnZcuWFXz8iRPHaNJkIZs2KWnVyn5IUqeD27chNTUIqICXl4Hq1Ys2g7HHgQNuqNV5fzcdOjiyjq1mwoQs1qxRYm9SYDRCTg6MHy+mb19f1qwp+GVAoTCycaOr3ZenZ8+fnZ1/Rv7OO/n/9i4uULeucNFUqSRs3eqKWq0lOzsbV1dXfHx88PKSU6eOjjlzVEyblkWtWoXLAdiwYQM//PCDJWozZMgQq25VRSU7O5u//vqLtm3bCjKC0Ol0/PnnnwWGXtPT0+0mFJUpU4Y33niDmJgY1q5da/ea3t7eNmtsnfx38dwEUy6XM27cOOLi4tiyZYvDx5sTgJo1a4avry/vvvsuFStWZMmSJXY7oJuTfeytR/Tv35+OHTuyY8eOPFZixYFUKqVdu3a45E26JDsbVq8W07u3mH79fNmyRfis6+xZbwYPNonnunViNBrrwmkW1Ge3mZcuVSoVDx48EJT8IxYrWbtWyfvvH8bNLbvAGZH5erm5ptlQv36+XL3qSmpqKi4uLkilUho0KLgBcHHxzz9PfFxFIvDwgPLlbSf/lCqlZv78dNavz6ZFCx1yef6aWngSDbh7F3r3VjB4sC/Jybb/fqVL62jXLpcmTbTodD4FzlzNvz+9Hm7dMgnlkCH5P7/37/taXpqevs/p020OIx/79sn54w9XHj/WkJ6ejlqttginp6eCSpUMjB2bzdy5mXTsmIuLi2MP/Xv37vH555+zZs0aypYty+zZswudVGOL/fv3k52dzZAhQwTtf+HCBVJSUgpMADInFFmLbpk9m+/du5evz2dBeHl5OQXzf4jnZlwwbdo0gDyF1oU9j5eXF5mZmSxatEhwIs8HH3zA0aNHrdanSaVSxo8fj7+/Pz/99FOxFiwrFAp69uxJeHg4MtkxKlX6zbLNaIQvv5Rx8mThPUWt8dZbSho1Mj3kzYJ84IA3GzYokTzlA25yrjE9hENDQxk2bBgfffSR1d9pVJSSiRNtzyTN92Q0Qlwc/wlHPqFqVS2DBuVQrlw51Go1iYkP+eYbd9LSnl9gw9VVzS+/ZFvu22iE2FgR77zjk2/fqKhchgzJwdfX/tqy0QibN4v57TchLzgGatXSERWlpVQpPW5uUKKEBIVCgUgkQqfTodVqcXHJRSo11Z5++qlJDIWycaMyj6gbjfDwIYwb59jacIkSenr2zKF2bT0uLkZcXV2Ry+WIxWKLG49OpyM3V8TFi1K2bpWTluZ4Q+zIyEh69uzJ4cOHLYkxxUW5cuUYO3Ysy5YtE7Ts4+vry9SpU9m0aRMXLlzItz00NJThw4ezZMkS4uPjCQgIYMiQIZQoUYLjx4+zY8cOwWPr1asXISEhLFiwwKF7cvJyKci4oHDOxHYYPXo0CoWCefPmFflcK1eu5M0332Tnzp0OZb3Gx8dTq1atfILp6+vLhAkTMBqNfP7558W2Xunr68urr75KpUqVUKlUbN68mWHD9uXbr7jFEmDhQl8WLsz/c6USSpZ88t9PC0JMTAw5OTl06NCBP//80/JzR23rtmyBX3+1/pC+cUNCeroYL690/Pz8EIuNNGqkZscON4fuzxHUalcePsyhdOknJRnBwUZADbgCasaN09C4sc6SqGTNkQdMYeVbt8QsX16KoUOnsXnzAsB2IlmFCjo6d1YTEGAyOvfy8sHDQ4FEkkZOTg5arRaj0YheLyI2VspPPyl49MhxAdq8GXr1ylu3W6oUgBJHEqrS0iT8+KMHCoWe7t3VREZqcHdXW7oJeXp6YjAYcHXNpWFDNfXq6bh9W8zu3a5ER9sOg0qlUmrXrk3NmjUJDg5GLBZTr169YhfMuLg4bt68yaBBg2y6aJlRKpWcOXOGHj16cPHixXzLMDExMdy9e5chQ4Zw//59qlevTnx8PJ9++ikqlcqhsZUvX75AsxIn/30U+wyze/fu1K9fn2+++cYhH1dbvPrqq9SuXZsPP/xQsNONv78/b7/9Nl999ZWl80loaChDhw4lOTmZpUuXFto152mCg4Pp2bMngYGBpKam5vHVXL9emadQ3SwysbHw0UcysrKKXzyfpnXrDMaNe/IwMBph/nwxZ8+aZknt2rWjSZMmfPDBB/z4oxLv/0ye7AmlXm+yrUtMtP9gbtlSTcuWaipWrEhaWhpJSZksWOCOTvf8ZpkREWpmzMjrL3v8uIRSpYxUqmSwzD6tCaV5bfLwYRd+/NEFk8iazDHS0tIKdNSRSg20b28SFBcXMb6+vri7u5OVlUVWVhYikQZXV0hKEnPhggvHjrmQk+O4UD7Ns58vMIl8v35FyUDW07KllubNNZQubUAkEqFQKHD5z9qCRqMhJycHo9HIw4diDh6UceiQaX3yWYFUKBTodDoePnzIzZs3uXDhAm+99Ra///671ZldUZDJZMyePZtjx46xe/duQcd88MEHxMTE8Ntvv+XbJpfLmT59OmKxmF9//VWwV+7T+Pn5MWXKFMtM1cl/Dy/ES7ZBgwZ0796dNWvWEB0d7eAQbfP++++TlJRks03Xs0yePBmdTsfixYuJioqiY8eO/P3338WyXimXyxk5ciRBQUEkJCSwefPmfF1Ing2bPc3T61Wffirj8ePnI56bNinzCENSEowfb3qgBgcr+fJL+5muZiF5/BhiY78hLS2Nbdu2CQply+UG3n33MYGB/sjlcuLi4ti6Vc65c46ZfjvKL78ocXN74i9rpqDZpNEIjx7BL78oOHHCNd/5/P39GT16NPPnz8/3ouXqamDYsBwCA/V4eHjg5+dHVlYW6enpGAwGkpMlXLok5dw5F3Jzi/NFwVS3+fQ9GY2mZKtp04petlO1qoaOHdWEhhqQSIzI5XJcXV3zhGvFYjE5OYE8fPg6cnkAOp2OlJQUbty4wblz5/KZpA8ePJjg4GA+++yzIo/vWZo0aULnzp0FzwSrVavG0KFD+eabb6yWhDRr1oz27dszd+5ch43YxWIxU6dORa1Ws9Ba+MfJv5rnLpgVK1Zk1KhR7Nu3L4/jTnERHBzM+PHj+eWXXwSLsZ+fH++88w6JiYmUKVOGHTt2cPz48SKPxcvLi7fffhu1Ws2yZcsK7JywZImSgAD7ZRfmrNIrV0R88okLUHzi+axo63SwZg0MGSJ8fTI6Gj74wPQAHjFiBBkZGRgMBsENvvv1y6ZWLdNaU3x8PPfu6fn+++c7ux43LotWrXR2zSHMYddFi+SkpOQXyqd57bXXuHnzJqdOnbL8zNXVwPDhOQQGGvD390cmk5GSkoJarSYuTsqePTLu338uKx8AfPGFkgoV8otmSgqMHVs8ta4+Pnq6dculTh0dbm5GS7hWIpEgEpn6bCqVMj780IOHD9NtnsvDw4OZM2cKXm90lKlTp/L48WO+++47QfuPHTsWLy+vAnMt3n33XR4/fsySJUsEj0EqlfLOO+/g6urKF1984ex68l/IczVf9/HxYcSIEVy5cuW5iKWfnx8jRoxAp9MxYMAAwb0EU1NT2bt3L6VLl+b06dPFIpZgsvjLyspi3rx5NtsMjR/vi1L5CjqdfQMCFxeoU8fIpk0a1q5V8s47GYDjNYTPon0mMVUqhaFD7RfJ6/WwdKkpScgslmAyVjcYDFSvXh2JRFhI8cQJmSXRxc/Pj8BAPWXKFD0cbovvvpNZNY4wh8Vzckzeqv37K3j/fW+7Yglw+PBhoqKiLE2MnxVLsVhMQkICGRka/vhDzooViucqlgBTpuSv9TX3Bd2wQUlQkOMWis+Sni5h9Wp3pkzx4Pff5SQlGSyhZqPRiEgkQiJ5RLt2D+yeS6VSkZ6eziuvvFLkcVlj9erVlC1blrCwMEH7r1q1Ci8vrwLrkletWkVQUBA1atQQdD6pVGpx/vn888+LVSwVCgVvvPEGn376KXPnzmX69OkOezw7KRpFFkypVMrEiRNJSUmxuhZQVMLDw3n77bdJSUnhgw8+IDc3t8CUcGscOnSIvXv30qBBA0HNZO0xaNAg3NzcBL1xenh48OjROIYOLcPQoTKuX0eQeMpk0LixgU2bNPz6q5KxYwufmGSt7aYtodRqn9jWHTiQf4Zy+/ZtypYtS3JyslWbMWvcvy8lOVmCUqlELpcjEolo0uR5l5i4EhMjzvO7NhggNRW+/lrBkCG+LF/ugXmNUgixsbFkZWVRo0YNq2KZnJzMo0civv3WnYsXn2/I+Wn69rXuAiSRwKJF+ZuZN2miZPlyUxeZDRtM9oo//qikUiXb4qrXS9i3T87773uxdKkCpdJARkYGIpEINzc3GjbUCup+IpfLycgofBMBW5jbhfXt21fQ/tnZ2Rw6dIj27dtbfRFPTk7m4sWL9OnTx/KiZIvXX3/dIpaOWnPaombNmrz33nt4eXnxyy+/sHr1auLj4+nbt6+gcTkpHor8m544cSJGo9GhkIVQ2rZty5AhQzhz5gzfffcdBoOBNWvWUKlSJYc6kRw+fJhly5ZRtWpV3n333UJbVUVERFC9enVWrlwp6MsQGRlJbm4uubm5PH7szsyZvvTr58uwYTLu3DHN4uyJp1wObdro2bRJyZo1SoYMyRI01jFjMlm3Tom9F23zjCst7UlbLVtZlgkJCfj4+HDlyhXq168vaCwA589LUalUGI1GfHx8qFZNh6vr83VAef99OTExYjQaGSpVMOPGKRgzxtfqGqVQDh8+TMuWjQoUyxUrFGRmvugHmC+TJ+f3L4Yn2bMbNjyxTpw8GUqUMEU1JBJT1MHHBz7/3BTCb9LE/qz00iUZX3zhgUZjsqB0dXXFxQWGDLE9o/Lx8UEulxd70s/TmB19evToIWj/ffv2kZOTU+AL9aZNmzAajfTp08fmeTw8PAgJCeHXX38tdOOHZxGLxQwePJiBAwdy9uxZPv/8c65du8aNGzdYs2YNgMPe0E4KT5G+2V26dKFEiRJ88803xZJx+jTDhg2jZcuW/P7773mMD2JjY0lMTOTVV1916Hz37t2zlLnMmDGDChUqOHS8uWzk6NGjgus2w8PDrSYTZGW5M3WqL337+jJunIwHD4SJp5sb9OihY9MmJatXK+nZM2/INjLyMT/9ZHootmunF9RW6/RpU9h11Chh610Gg4F79+6Rk5NDmTJlKF++vKDjzp1zQa0W8fjxY7y8vJDJjNSv//xnmTNmeDNqVAAPHryPq6t1b2JHuHcvmqpV91CpksyqWD5+/HLe9u/fN5n+W4tgmGeb5jXrgj4TZnvFyZPh22/ti+bDhxKOHHFBrVZjNBpxd3enQgUD1aoVLBbBwcEkJCQUWzmXNQwGA3/++Sf169cX3Mpu7dq1hIaGWjVzNxgMbNiwwdLsuyA6duxIVlZWsdV1BwQE8N577xEaGsqyZcvyGcDIZDJEIlG+ZEMnz48ifbv37t3Lt99+W6wffrlcztSpU226+uzYsYPg4GCH7bays7P5/PPPuXHjBqNHj3aoL+TYsWNJTk5m165dgo8JCAjg6tWrNvd5+NCdiRNN4vnuuzKSk4WZrru7w+DBGjZtUvLLL6bQ2vTpGry97Sfy6HSmQvk+fXxZsMDxxJDo6Ghq1KjB1q1b6dOnD+7u9hN4dDoxV69KSU1NRSKR4ObmRkSEFnj+PpsqlYqkpCQ6d+5cpPMoFAZGjMhGrb77rxLLJ5giGBcvOm6d+DQiEZQubUpas8cff7iSmWnypXVxcUEiEfHqqwU7K125coVvv/228IMTyIULF1AqlYJDs3fu3CE+Pp6BAwda3R4dHU1iYqLNnp+VK1e2+30XSsuWLXnzzTd59OgRH3/8sdUEqcaNG6NWqwtsPuGk+CnSN1yj0RRbrSWYfBpnzJiBRCLhs88+K/DN6fbt26jVaocNxM2sWbOG9PR0wV+mIUOG4Orqyvfffy/4GqZZlIzz588LPubOHXfGjTOZrn/8sYzUVPu+seYG1faSeHQ6SE5258yZ9+nXz5cLFwqfQXnp0iWCg4PJzc3l4sWLjB49WlDH+mPHZOj1RtRqNSVKlMDPz0ClSi/GmHrPnj2UL19ecMLYs7i7Gxg5MoeAAAMKhYLc3Nx/mVg+4ZNPfOnd2/bnxhxhMP+zNisNCCBPCzJrmNY1XdFqtej1etzd3SlbVk/t2sUTkiwKf/31l+AICMAvv/yCn5+f1UQasVhsub+C8PT0dOj7XhB9+vShbdu27Nixg++//77A6F2dOnWIjY0t8vWcCOdf8y2vVasWEydO5P79+3z22Wd2s8tu375dpEy733//nZCQELt+sx06dCAsLIyff/7ZoXWJevXqWdYvC8OlS+6MHm3yjV28WEZGhmOm6+Z9Hz6EyZNl9Ovny8aN7fH1DaZ3796FGpMZjUbDhg0b6N+/P9euXePEiROMHTuWunXr2jzu0SMJ9+9LSE1NxdXVFYlEQqNGL+bBev36ddRqNW3btnX4WA8PA6NGZePvb6BUqVKIRCJSUlJ4+FD8rxPLJ+T/XBsMpvZxq1eb1qv79Hnyb9486z1cW7Swf6V9+1xISxOTnZ2NVCpFLBbTs2cu8HI9VC9cuIBUKhX8kpSZmck///xj8ViuWrUqAwYMYMaMGcydO5dSpUqxffv2Ao//6KOPimxQUKlSJSIiIvj5559tZvWLxWL8/f2LLfPfiTCeb867QDp37kyTJk04evSo4JDnsWPHGD16NGKxuFAdRm7fvk1KSgr9+/dn6dKlebb5+fnRpk0bwsLCcHFxYfPmzdy7d8+h81erVq3Y1hYOH3bn8GHTm22HDo8ZNEiHm5uhQBP03FzYssWFjRvztlZyc3Pj8ePHRERE2HStEcLt27f/Y/83jD179rB8+XL69+9PuXLlbHaSOXtWSrlyuej1ekqUKEHlyo/w8DCgUhUsOmKxgdBQPeHhOkqWNDn1KJVi/vlHyrVrEoS+9507d47IyEiHvEC9vAyMHJmNr6+RgIAAjEYjycnJJCeL+eknN7Kz/41iaZ3PP3fl7FnrCW/nz5vWQJ+t2zV9xuzZ7UnYudOVwYNz0OtN5g0BAZnMn6/i1CkZf/0lIz29aK5GhcEc9XAkv2LPnj1MnTqVTz/9FKPRiFKpJDo6mrNnz/Lgge2ymaJmxYrFYoYMGUJ0dLTNlmEATZs2Ra/X293PSfHy0gVz2LBhVK5cmbVr13L58mXBx927dw+9Xk+jRo0K/Za1ceNGxo0bh7+/P1lZWbRs2ZI6derg6elJeno6x44d48iRI4XKeAsICGDnzp2FGpc1/P39ad++PVWrVuX+fQlxcXEYDCuIikrBzc2UNHTzJsyaJaMg4wNXV1fUajX79u2je/fu3L59u0ghnejoaB49ekT//v0JCwtj1apVDBw4kBYtWnDo0CGrx1y+LKV9ezEZGRn4+voikaTQrJmGnTvzr0fLZAZatNBQt64WNzcjYrEYhUKBWGyazVSvnsPt21LWr5cLctDZs2cPTZo0ISwsjGvXrtnd38fHwPDhJrEsXbo0er2elJQUkpLE/PijWzG79hQ3+SM0QnwCpk2Dp33C7ZlumDl2TEq7dmLEYhXe3t64u7sjkeTSvr2atm01JCeLuHjRhUOHZGRkvBjx7NWrF6mpqQ69UJtsDEUsX768WJsyCKFz585IJBJ+/fVXu/s2adKk2NZLnQjnpQrmwIEDqVy5MkuWLLH79maNmzdv0rhx40IL5v3790lMTGT8+PG4urqSk5PD1atX2bdvX5ESmXx8fHBxcSly6rxMJqNly5bUrVsXT09P0tLS2Lt3L8ePH7c8BJYtE74WKRKJMBqNnD59mtDQUEaMGMGnn35a4JuxuWuFrfD4w4cPWbJkCZ06dWLgwIH8+uuvTJo0iStXrvDo0aN8+xsMYi5dkuLpaRJMPz8/GjRI4+FDcR67vJIl9QwdmoO3twFfX188PT2RSqUYjUaMRiMlS5ZErVYjEj3gjTey+eUXBamptgTMgLe3BrV6B2PGwIEDOezd64pabf2YgAAdQ4bk4uMDpUuXQavVkpKSwoMHEn7+2a3A4/4tlCyZ3/3Hyp8jH3fu+GI05rVT9PU1GfnbRsKqVW5MnpxNbm4ucrkcmUyG0WhEp9Mhk+VSpoyadu00JCSIOXvWhUOHXNBqi188FQoFI0eOpHTp0oIdf8z4+/tjNBpfuFjKZDIaNmzIzp077Qq8r68vXl5eNsPDTp4PL00w27VrR40aNdDr9fTr14/Fixc7XJqyfft2pk6dSmRkpN0emQXx+++/M2HCBFasWMFta1X+haB+/frk5OQUuharVq1aNG/enNKlS6PRaLhy5Qp79+4tcjaym5ubpTffmjVrmD59OmPHjuXrr7+2un+/fv3w9PS0m9Wo1+vZtm0bY8aMISQkhNOnT9OgQYMCQ5/Hj8uoX98kQKVKlUKj0dCtWxaNG2u5ckVKXJyEbt1y8fMTExxcDpFIZHGI0f7HusjFxYXAwEDKlSuHRJLAmDGPWbfOjTt3TB9phcJAxYp6ypfXU6aMgYAAPXK5EVfXg5QsGUTDhgYqVMhh+fL8M8WwMC2vvpqLXC6y/A0ePXpEfLyElSvd0Gj+nWIpFovx9vamRIkS1K37GHh2Fl24+mOh3L7twu+/u9K3rwa5XI5SqcTV1RVXV1c8PT0xGo3/aWuWQ7lyuXTrpub2bTHHj7ty9qwEcFw8PTz01K2rw8vLQGamGFfXljRv3pnMzEwWLFjgcAZpqVKlXkr/ysjISPR6vaCX/yZNmqBSqRzunOKk6LwUwQwPD6dly5Zs3LiRmzdvMnnyZKZNm8bXX3/tkJWUUqnk+PHj9OjRg+jo6ELZUCUkJPD48WNq1KhRbIJZtWpVh9cvAwICaNeuHVWqVEEsFhMbG8uKFSuK9U03KOj/2jvvsCav9o9/EkIIKywRkSFDRHGgooIi7o2iqIh771Vta23fzvfteNvaX1vbaqu2tY7aah3Vap24996iKIKgKAhhj5Dx+4OSiqwkDLXv87kuLjE553lOIOQ+5x7f26XE9b755htef/11Bg8eXKYubEJCAl27dkUmk+kVnzl06BCdO3dmx44dFdbJZmeL2bbNjMGDczA1VeDo6PiXG09BnTp/15Y6O7ugUqm4f/8+hYVw964Jt27JUKshJESJSnUPFxcX3NzcSEpKYuzYPB48ECOXa5HLi3bpxSo0FhYWyGQyTE1N0Wq1ODo6otE8YsqUkkYzJKSA7t2VSKUm1KtXj7y8PFJTU4mPl7BqlaxGu6zoi0wmY9KkSTg4OCCRSDAxMSmh9qLRaLCy+pPSBrPmOXBAxqlTpnzySThXr/5Mw4ZKrK0LdOuWSqXY2Nig0WhQKpU0aZJP48a5jBgh4sYNE/bvN+POHdNK7gINGyoZPLgADw8NYnFRJpxcLkckOs29exfZvz8dhcJwI9yuXbtnUqbh6+ur66pUGY0bN671E7BAEbVuMB0dHRk1ahQnT57UuSw/+eQT5s2bx2uvvcbixYsNesPu2LEDPz8/Zs6cyWeffWbUmi5cuEBAQECpwmBjqSybrhipVEr37t1p3bo1VlZWpKamsmvXLk6cOGFUIlNF2NnZYWdnV0I4PDs7m7Vr1zJu3DhiYmJKxZAPHjxI27ZtmT9/Pp988kmla7p9+zYjRowgIyOj0jKTS5ekyOVaevZUkJeXh729PXWLGjqi0WhQqVSYmpqSkJDAw4diVq0yL5EYdOWKhFGj8tFqE6lbty7169cnMzMTuTxfd6qRSqWIxeK/+k+qKSgoIDMzk6ysLJycnP66XzJTpuSxebMZHToU0rx5ITKZDCcnJzIyMkhPT+f2bQnr1j0fxhKgS5cuODk5sX//fjIyMsjIyEChUOhE8QHGjMnC1fXZrC8314Ts7Lb88MM2VKoC/PzUdOyoxNe3AEvLfN0mprhZtVqtxsysgICAAgICVKSliblyRcLevWaleoVaWakZOzaPZs3USCQizM3/bj0GoFTmYmubyqRJWiIjRVy5ImH3bhkPH1ZuOB0dHfH09GTNmjXV/jOpDBcXF71DOPb29hUm1gnUHLVqMKVSKTNnziQxMbGEcVIqlXz22WfMmDGDV155heXLl3Pv3j29r7tkyRLeeOMNRo0apVfA/GmioqLo2LEj7u7uBt23LOzs7JBIJFy4cKHcMW3btqVjx47UrVsXlUqFVqvliy++qNFGs0OHDiU1NbVU2nt0dDQnTpxg+PDhJCQkkJ6erntOo9HwxRdf8MYbbzBr1iy+/vrrCu+hUqlITEzE2dkZkUiEqampzoVaFkeOmJGWJiY4WImLSxJicdEppPhEqNFoKCws5NQpWaks2oICMT/+KCM8vIBWrZJ1tZ3FDY8LCwvJyMggOztbtwaVSkRWlgg7u6JM1yeN5rRpRd4JuVyOnZ0dycnJ5OXlcfy4lF27pDxHFVhIpVJycnLKTawCsLaugnLBUxgqVVp82i0y3iZcv27yV7NpNQEBakJClHh752FqmqsTsSj+UqvVSCR5dO6sJCSkkEePRJw9K+XyZQnt2hUSEqJEJtNiYWGBmZkZGo2G/Px83QareLOkVquRSvNp315JUJCKhw9FnDolZf9+U5TK0sZTIpEwY8YMEhIS9EoIq07kcjmWlpYcPXq00rHe3kVqVdXlDRMwjFo1mLNmzUKlUrFs2bJSz2k0GpYsWcLo0aOZPn0669at4+rVq3pdNzc3l++//55p06bRvXt3oqKiDFpXcRF6z549+eGHHwya+zRt2rQpM37p4eFBz5498fDwQKvVcvfuXTZv3kxSUhJz585l9uzZLFu2rEZkrpo0aYKXlxcrVqwo8/lt27bh4eHBrFmz+O9//1viJKlUKvnqq6945ZVXGD58OL/++muF94qLi8PT0xOFQkGdOnXKlAZ8kmvXTLl2zZQ6ddQEBBRSv34h9vYF+PhI/7qehPPny3ubitmyxZxHj8T07VuIg4OIpKSkvxoci0hPF/HwoZjERDPi401ITBSj0YiRyTRMmZIHPKJu3bq4urqSl5f3l1KNCQ8ePCAvT8X27TLOn689EXV9UavViCpJX326vr4qyj+GYvNXJ/LSHgkTzp0z4dw5Kaamajp1KqRdu0JcXXMwMdEilUqRyWQl4p0SSR7OzvkMGFB0BalUqtOCzsnJQalUkpsrIi1NjLOzCplMRlZWFjKZDAsLC10T6+Lr9OtXQFSUlK1bzXWrsrOzY9q0aQBlfjbVNB07diQnJ0evHIVWrVrVmHB9RVhYWAhtyqhFgzly5Ejs7e0rde2tXbuWAQMGMHLkSIP6V8bHx7NlyxbCw8NJSkoyuIH14cOHDdanLYsn45e2trb07NmTpk2bYmZmxsOHD8vsNv/ZZ58xbtw4Zs2axTfffGNUxnB5tGnThvDwcM6dO1dh3OO7777jzTffZNy4caxcubLEcwqFgh9//JHJkyfz8OHDCk82t27dYvDgwdy8eZO2bduybds2vdb5+LEJu3f/vfN/7bWpJCbeZt26bVR2ujt+3Ixu3V7j3LnLHDq0jcxMCxISxOVmsubni1mxwpzJk/PQah/pGiPn5eWRm5tLTg78+qs5cXHPvOqqTNRqdaUdKmSy2lFQKgu5XF6p+76w0ISoKBOiomTY2Kjp0UOJv38hdesWGY3i34mNjQ1arRaNRoNYLEYkElFQUEBubi75+SL27JHx55+mgAm9e/egd28RqambcXHJQSzW6k6cxWtSqVSEh2spKGjM48dWtG3bFjc3Nx4+fMhXX31V7aEQfXByctI7DOXp6WlwTXhVCQ0NpUOHDiQlJbF8+fJqE5Z/EamVT4ROnTrRrFkzli9frldm1x9//EF6ejqhoaHY2trqXWh+5swZ6tevz6hRo/jyyy/1DqJDkSrI4MGDCQwM5NSpU3rPe5q6desSGxvL66+/jo2NDZmZmZw4cYIDBw5U+EZbtWoVkyZNYtKkSbz//vtG3x+KGjUHBgbSuHFjzM3N9RKEUCqVLF++nFmzZjFmzBjOnj1LTEyMLnM5NjaWrVu3MmjQIE6ePFluElB8fDxKpZLU1FS6dOlCYmKiweU1YrEYa2sHzp/fhT6u0N69eyOTyfn4432oVPqdCPPzxXz3nTlduhTStGlRYopSKSI2VsKePWbPoOOI/hT3oKwIA2WWqxVbW1uDDE9GhgmbNpmzaZM5rq5qunfPp1mzAqyti+KdxapQSqWS/Px8NBoRFy9KWLvWnNzcvzdZXl4+REerWb7cGnt7NX36FODvr8TGpgCRSISFhQVSqRSNRsPAgdY8fhxGUlKSwTXg1Y2lpSVZWfp1IbK1teWPP/6o4RWVJDAwkNOnT9O0aVPeeust1qxZ8z8rmFDjBlMsFtO3b1/Onj1r0M7oyJEjpKenM2LECGxtbfWOTW7duhVnZ2dmzZrFRx99ZNBuKCYmho4dOxplMH19fenduzcSiQQPDw9u3LjBnj17DEpgWrVqFf/5z3/w8/Mz6IRcLKfl4eGBjY0NJiYmpKenc+nSJfbs2aO3Asn9+/d5/PgxPj4++Pr6YmJigkqlIikpiSNHjnDq1Cn69euHv79/hT+jrVu3Mn78eH7//Xf69u1Ls2bNOHfuHAkJCXq5nSZOnKhLDNGHjh07cvDgQYPLklQqMfv2mbFvn/Htvp4FKpWqUoNpZlbSB1sVl6yNTVEfUX1p165dhY3VKyIx0YRVqywBNU2bqunaVUmDBgWYmRU1/Y6Pl/DHH7IyG3M/KRWXlmbCunUWrFsHzZsrGTiwAFfXHF389+HDKP797zNGrbG6MTc31ysUIxaLEYvF3L59uxZWVURgYCAmJib88ccfbN26lcjISCZOnMi5c+fYuHFjra3jeaHGDaZGo+HcuXMEBARw7949zpzR/0165coVMjMzmTJlCjNnztS7CHn58uUsXLiQuXPnGpQ5u2fPHubOnau3v97Kyoo+ffrQrFkzpFIpmZmZKJVK3nvvPb3v+SQqlYq4uDh69eqll8EMCgqiT58+SKVS0tPTiY+P5+7du/j7+/Ppp58afH+xWIydnR27du3i2LFjWFhY4OfnR9u2bRk+fDiRkZGIxWLS0tIqvE5iYiK///47gwYNYt++fajVagIDAxk0aBBisZg7d+5w4cIFoqOj0T71SR4WFoaXlxdbt26lS5cuXLx4sdSYJ+natSsA+/btM/j1Pk+0adMGc3NzTp06VekmT6PRVGown5ZPra0YplgsxsPDgw0bNlTxSiZcu2bCtWv6eQzEYjHm5uZcvny51HNXrkgpLIR583L/ysg1o27dXMzN1eTl1b5k35MUZ6+X1Y3kaYpP7TY2NkZvSAylW7duXL16VXfv9evXk5WVRXBwMH5+fvz888//UwlIteJ32rhxI1FRUQwePJjevXsbNDc+Pp4vvvgCJycnFixYgERSuY3XaDQsXrwYGxsbxo0bp/e9kpKSyM7OplevXhWOa9OmDa+88gpvvvkmvr6+HD9+nHfeeYfs7GwSEhL0vl9ZbN++HScnp0pbj/Xv35+wsDDOnDnDO++8w6effsr69evZsmULEokEHx8fg+8dERGBWq3mxIkTQFEy1dmzZ/n222958803dX+kHTp0qPRaV69eZcWKFbRo0YIePXqgVCo5ffo0O3bsIDY2lu7duzNr1qwS/QWDg4MJCgpi7dq1nDp1isLCQppU0gE7LS2NXbt2GfxanxdkMhlvvvkm4eHh9OrVi/nz51c6Rx+DaVp5KWONEBISglqt5tKlS7V2T0dHR6ZPn65TYyqL6GgT8vJEfyUSSTAx0dKuXfX28DWGKVOmkJSUxMWLF/Uar1QqadiwYc0u6i9cXFyQy+Wlyu3atm3LuXPniIuLY/LkyURGRtbKep4Hai2rISoqCoVCwdChQ7G1tWX9+vV6z01NTeWTTz5h/vz5vPHGG3zxxReVxkJzc3NZtmwZM2fOpE+fPnp/qF64cIE2bdrw+++/l3jc0dGRPn364OvrCxSlda9bt65EFmjdunWrrB/74MEDnSu6vIy97t2706FDB9auXVvqJKrRaHj48CGdO3c2KM7g5OREy5YtWbNmTZnxJ29vb+rWrcvmzZsJDw+nU6dOHD58uMJrPnr0iOXLl1OnTh3q16+Pk5MTrVq1wtXVlXPnzpGSksKUKVPYvn07SqWS0NBQduzYoXtNBw8epEuXLhWetmvzg7m6kUgkvPzyy6hUKt59910kEgn/+te/GD16NGvXri13XkZGBmZmZvj4+JCXl0dhYSFKpVL3b1FWaMk5tZXL0rlz51rROHVycqJbt240atQImUxGenp6qSYKJTHh3j0xlpYFyGQyRCIRLVoUcujQs3PHBwcHY2NjY1B/0KysLNzc3KqUZ6EvXbp0ITU1tYS3TSaTIZPJ2LVrF7m5uXh5eTFx4kTq1KnDypUr//GZtLWaBnj+/HnS09OZNGkStra2BqVw5+bm8sknnzB37lxee+01lixZUmkvzsTERNavX09kZCSZmZkcP3680vvs27ePkJAQ3N3dSUxMpHPnzgQGBmJjY0NaWhp//vlnmdeRy+XVoh8LsHr1aubMmUNERAS//fZbiee8vLzo3r07W7ZsKdeQnDp1SteiSF/Gjx/PvXv3yr3myJEjiY6O5syZM0ilUkJDQ7l3755ecenHjx+X0JW1tramZ8+ehISEsGnTJsLCwpDL5Zw8ebJEVvS1a9fo1asX3t7e/0i3z0svvYSJiQmfffYZKpUKlUrFjz/+yNSpUytMPrt48SKdO3dm/PjxupPm0ydOufxlnhRgr4pL1kxPmxIREYFEImHTpk3G3+wJXF1d8fX1RalUUlBQgEajwdfXl4YNG+qk906ePMmhQ4f0itNfvWqKr28+Wm1R9qyHR/mNrmua4tyOI0eOGGRkUlNTqV+/fg2u7G88PT1LSY4GBAT8VcpTtObY2Fi+++47Zs2axZtvvsnhw4fZvXt3razvWVDrefOxsbF8+eWXzJ49m1dffZUvv/xS72QNlUrF559/ztSpU5k7dy4//PBDpRJRly5dQi6X079/f9LT0yuNDSqVStLT0xk3bhzm5uYUFhZy/fp1du7cWWHCSps2bcjPz6+WlOukpCRWrlzJuHHj8PDwYPXq1Tx6VFT+MH78eK5evVphLPjMmTMMHDiQZs2a6VXL2rVrV+RyebnCBGFhYUilUl3i1bFjx/D09GTSpEn897//NXhXmZWVxebNm2nTpg1DhgxBJpNx8+bNUiUoWq2WQ4cO0aVLl3+cwZw5cyZyuZxFixaVeM/ExcWxb98+Bg4cSFxcXLmbwsWLF1d4/VWrcrF6ortbTccw3dzcaN26NatXrzY4+ao8vLy8aN++PSYmJohEIiQSCQUFBZw4cYLDhw8b3E7r2DFTwsML/hKDl2JpmY+3d6FeUnzVjZubG2Kx2OBwwv79+5k+fTouLi41UrP9NE//Lv38/EoJrCQmJqJQKMjPz6dz586YmJhUa6em54lnkjufkpLCJ598gkwm44033sDKyqrySU+wfPlyLl++zOTJk2nVqlWl448cOcLx48cZPXp0uR3YLSwsCA8P55133sHW1pa0tDTWrVvHu+++y/r16yvN7mzcuHGlRfqGEBMTo2ukPW/ePEaPHs3MmTPJzc1l3bp1Fc7VaDTcvn2bfv36VXofCwsLevTowd69e8s0fHZ2dgQFBbF169YSfzxr164lMzOTOXPmGP7i/qJ49/rgwQNWr15d5piLFy/i6OiIi4uL0fd53pg0aRL169fnq6++KjO0sH//fuLi4pg+fbpeMfuyeLpMsyZdsra2towbNw6VSsWgQYN4/fXXWbhwIQsWLODVV19l7ty5dO/eHZmBtS6HDx/mgw8+4N///jfvvfceWVlZXLx40aDM7yfJzTUhJaWojrO4jrVdu/KVqGqSYvEJQ38m8fHxxMXFMXr06Bpa2d9kZ2fTsmVL3c/Kzs4OT09PXY7Dk5w4cQJHR0d+//13goODa3xtz4pnVmyWm5vLxx9/TE5ODq+99lqJ5A99WL9+PYcOHSIiIoIuerSF3759O9euXWPKlCk4OjoCRW6RDh068Oqrr/L222/j5+fH2bNneffdd1myZIneSkNQFFOp7thNdnY2S5Ys4aeffqJRo0bUqVNHbyGHjRs3YmdnV2nyz/jx48nMzCxXjGD8+PEkJyeX2Q3m66+/xtLSkrFjx+q1pqcZM2YMUqmUH3/8sdwxarWaw4cP67JhX3TGjBmDp6cnS5YsqTDT8fvvv0etVusUaAzFxOTp/5tWmihkDC4uLrz66qvk5ORw9OhRLl68yNWrV4mOjub27dvExcWRlZVFSEgI7777Lq+//jpTp05l7NixTJgwgbCwMOzs9GtRJxKJqtxJ5NYtCYWFhTrpxkaNnk3iT2JiIhkZGcyYMcPguWvWrEEul9OpU6caWNnf/Pjjj1hZWfH+++/zxhtv8Nprr5VbV33s2DFdK0CtVkubNm1qdG3PimcqZVLsYp0yZQpz587lp59+MihRZffu3aSnpzNw4EBsbW1LJeo8zc8//8z06dOZM2cODx48wM3NDY1GQ0xMDGvWrKk0JloeVlZWSKVSzp07Z9T8ynj06BESiYSUlBQ6dOjAkSNHKp2TmZnJrVu3iIyM5IMPPihzjJ+fH66uruW69wIDA3F0dOTjjz8u8/n8/Hx++OEHpk2bRkhIiF7rKiYoKIgmTZqwbNmySk8LZ86coWvXrjg6OhokRvG80apVK5o0acLSpUsr9UYUS0W++uqrumSoqmBqqmLlSiV5eTmAFrG46BQqEhV9Pfn90/znPwAl64m12qKm5XfuBBAfH1+u7OKTODo66jSU5XI5Wq0WZ2dngoKC2LlzZ6XvH7FYXGUlnlOnJISEKP/SmpU+0/KSpUuX8tprrzF06FCDahpzc3PZv38/vXv35uzZszWWaJOZmcl7771Hy5YtcXFxITo6utzQiEajQaFQ0KRJE+7du0f79u2Nbrn4PPNcyJmsWLGCCxcuMGHCBIN3JqdOnWLVqlW0bduWCRMmlDvOysqKIUOG4OTkhKmpKW5ubmzatIm3335bFyM0luL4pTFuIn2YMGECKSkpJCQkGLTDXrNmDWZmZoSHh5d6TiwWExkZycWLF8t87VKplP79+3Ps2LFy3dEWFhaMGzeOwsJC+vbti5+fn17r8vf3JywsjKioKOLj4ysdX1hYyIkTJ/TyJDzP9OzZk2vXrpUSwC8POzs71Go1wcHBhISEGHSvp12yYrEWa+ts6tbVUrduUYNpe/ui5tC2tiCXg7U1WFmVNprFxvXJLxOTolrPxo330bv3p2zYoOCttyoW6UhJSWHLli0sW7aMb775hiVLlvDRRx+xc+dO+vbti/Tp4tGnqI4T5u3bJuTmiv7qy2mKiYmWoKBn45bNzMxk7dq1BAQE0LJlS4PmRkVFkZmZyfjx42tkbU9y8eJFduzYUWkewaNHj3B2dubw4cM4OztXKt/4IvLcvKLiWs0hQ4bQs2dPg+bevHmTJUuW4OXlxdy5c3W/KLFYTEhICAsWLNDVTJ46dYr333+fvLw8unXrVi2/1CZNmlRr/PJJik95K1euLNEAWh9UKhUbN26kbdu2ODs7l3guIiICrVZb7s521KhRFBQUVHiymTVrFgUFBfz73//m5MmTjBo1qtR9niY0NJThw4dz9OhRg0TyT5w4QePGjXXC3i8iNjY2eu26GzduzIIFC5gyZQqJiYns37+fvn37GlTDXAPe13LvIxIVGdCWLeG33xSMHGlYP8kjR45QWFhIYGBgJfequsEEE+LiTMjPL5LdE4lE+Ps/u3rMW7dukZCQwODBgw3Ofv3pp59wdXXF39+/hlZnGCYmJqjVaqKjo1Gr1bRr1+5ZL6naea7UpZ+s1bS3tzeoVvPBgwf83//9H3PnzuXdd98lNTUVJycnNBoNN2/e5Keffirhzvv88891SQmff/55lTL76tWrx549e4yeXx5SqZQBAwZw7Ngx0tPT8fHxwdTU1KDOAZcuXSIoKIiJEyfy4YcfAuDs7FxhzaWnpyeNGjXiu+++K/OaDg4OTJkyBQsLCz7++GM0Gg3btm2jTp06zJgxg08//bRUMotYLGby5Mk0aNCAdevWGazdaWlpSWZmJqGhoZUmPT2vaLXaCpM8mjdvTmhoKHK5nNu3b7Ns2TLd6f7x48cMGzYMCwsLvXohKhTwV6i+1ig2noMHQ//+CkaOrDw22bJlS5o2bYpWq6V79+506dJFZ8jK+urWrZsunl2sAKXVakt8X9ZjT37Z259GLt+HVlvUIcXFpXrExIvf43fu3OH8+fMVymKKxWL69OlD+/bt0Wq1KBQKZs6cyddff623t+vRo0ecP3+eIUOGcO3atWrLTjYWGxsb3WuOi4sjMDCwRP/dfwLPlcGEolrNjIwMJk6caFCtplwup2fPnojFYqRSKfXq1ePixYvlSnQV13W+8sorvPXWW6xcuVIv9+DT1GT8csyYMeTl5bFjxw5at26NiYkJmZmZDBkyxKAmtytXruTtt98mPDycLVu2MG7cuAprLkePHs3NmzfL/Hn4+PgwYcIEkpKS+PLLL0u4oX/88Udefvll5s2bx8cff6z7A27dujWDBg1Cq9WyYcMGg4xlcYG6t7c3V65cISgoCCsrK71E/J83Hj16RNeuXUuJLQQHB9O1a1csLCy4ceMGX331VakN0cWLF8nLy2PcuHHcvHmz0vKo6dPNWLmyEGtrLRqNtlRZiVb799fTj0FR7WV5pSjFp9fyYp4iUZG79tdfFQwfXtpoOjg40LdvX3x9fRGLxaSkpHDz5k0eP36MWq1GrVbr6lKLv1er1RQWFur0VEUiESYmJrr/P/n19HPF/y82unXq5FC3rlIn6v50gpSxSKVSRCIRwcHBOnWr8+fPl1DKEYvF9OvXj8DAQDQaDQcPHtR5WqZMmcLs2bMNKtXauHEjTZs2Zfjw4RWKXdQ0Tk5OODk56ZISDx48yKRJk5BIJM/ckFcnoop0Ou3t7Wuxi15JHB0dmTNnDpmZmeXWakokEjp16kTbtm2xtbUlMzOTc+fOsX//fgIDAwkNDeX//u//KsxGFIvFjB49miZNmhAbG8svv/xi0Idxly5d6Ny5M//+97+Nep3lYWdnx2uvvca3337LvXv3eO2113j48CEXLlxgxIgR/Oc//zEoZtq8eXNGjBhBUlIS9erV4/333y9z/oABA2jXrh3//ve/S/3MJRIJb7/9NtHR0fzyyy9l3kcikfDGG2+QnZ3N2rVrGTNmDHXq1OH06dPcuHGDIUOG8O2331YqSu/i4kK3bt1wc3Pj6NGjnDx5EqVSyeuvv869e/deyFOmnZ0dr7zyCnl5ecTHx2NhYYGbmxsikYiLFy+ybdu2Sut4Z8yYgUaj0Wsj6enpyeTJk3nzzTervHaRSMTw4cMRi8WsW7dOd3r78ksF9ev/nTT0JFotZGfD+PF2iMXiUiIgx48f58SJE7XeUqthQyWvvpqLjY0NhYWFJCfn8eqr1evql0qldOjQge7du5Ofn09UVBTOzs4EBASgVqs5ePAgBw4cKDXvtddeQ6lU8uWXX+p9r1atWjF06FDefvvtZ9KezMLCgoULF3L//n2WL1+ue/zf//43x48ffyGFDNLS0soMajx3J8xiUlJS+PTTT5k3bx6vv/46X375pc6Q+fn50bVrV1xcXCgsLCQ6Oprly5eX+BA+duwYrVu3ZsKECRUKsGs0GlavXo2XlxdDhgzhX//6F/Hx8fz+++96uUZqKn4ZGhqKQqHg3r17ODs7Y2dnx/Lly0lPTycsLIzBgwcbZDSuXLmCRqNh5MiR7N69u0xjaWtrS/v27dmyZUuZG5QBAwag1WrLNZZQFDddvHgxCxcuZP78+SQlJfHxxx/rXIuHDh1i3LhxfPvttxQUlFZacXd3p1u3bjg7O3Po0CF+/fVXCgv/Tso4fPgw/fr1q5aMydpGoVDwwQcfMGDAAOrXr49SqWTv3r0cPXpU79eSkJBAs2bN9BpbnUkXffv2RS6X88MPP5QQw583r+gEGRCg4PXXS546RaKiJKI332yKpeUovUVAaponc4uKem1W/z2USiUHDx7k+PHjjB8/nr59+1JYWMiePXsqlJRcvnw5CxYsMKjN4IULFwgPD6dLly7s37+/ul6CXojFYubNm0d2dnYJYwlw+vRp2rdv/0IazPJ4bg0mFNUhfvzxx8yZM0d3snB1dUUikZCQkMCqVau4efNmufNXrlzJv/71L4KDgyutX4yNjWXRokX4+PgQGhrKvHnzyMvL486dO5w7d47o6Ogy59VU/NLX11enAjJw4EAePnxIeno6ADt37mTo0KHI5XKDPniCg4PJysoq9w/Wzs6OGzdulKsi1Lx5c71iEqNHj0ar1fLrr7+Wcr8eO3aMOnXqMHLkSFatWqUzFMWSf3Z2dhw8eJA1a9aUmeBx/Phx+vbtS69evV5I0fX8/PxScoeG8PDhQ72TKcRicYWdXvQlODiYxo0b8+2335brXjt3zo6ICNiwQVHCxSkSQcuWR3n3Xa3BTd1riqcNplpdcxlSxX1m9SU9PZ3Lly/To0cPg/Rir169SlBQUK0aTLlczty5cxGJRGUeSnbu3EmHDh0ICgr6x8Qyn2uDCUUnli+++IIxY8bg6+vLnj179N6RZ2dnc/DgQfr27cu5c+f0cmHGxMTw5ZdfYmFhQUhICM2bN2fMmDGIxWIyMzNJSEjgypUrXLlyRdeQtrrjl8W9KE+cOIFUKsXd3Z1Vq1bpnj9//jxdunRh5syZ5dZIPo2Xlxeenp4VCj3fvXu33DZDVlZWmJubc/To0Qrv07JlS1xdXVm0aFG5btc//viDcePGMXv2bKKjo/Hy8sLS0pIDBw5w8eLFSn+327dvx9LSssIx/1QSEhL0Vv+pjhNms2bN6NSpE9999x15eXmVjh82zI7fflOUKGsRiSAr6xign0BBTVPcyaVYyOF5c1T88ccfvP322wZtiP/880/efPNN6tevz4MHD2p4heikMR8/fsw333xT5kZKo9Fw+fJlunfv/o8xmM9NWUll/Pzzz4hEIp0Is77s2bOHnJwcg9VocnNz2b17N5999hlvvvkmS5Ys4fr169StW5eIiAg+/PBDXn311RqpvwwODubRo0doNBp69uxJfn5+qZP00qVLsbS0ZOTIkXpdc+TIkdy8edNo/clu3bqRl5dXaXy3V69eXLt2rcIYpUaj4aeffmLXrl2o1WqOHj3K559/zvnz5/X63Z46darWXU/PC48ePUIkEmFhYVHp2KoazAYNGjBo0CBWrVplUCP0detKJgyJRGBEe9Ya48nm2kUnzGe4mDLIzc0lOzvboLrj7OxskpOT6dOnT80t7C9at27NlClTuHbtWqVa4Fu3bsXExAQvL68aX1dt8MIYTI1Gw5UrV+jRo4fBc1evXo2np6euNZcxJCYmsnXrVj7//HPeeustvvzySwoKCmokftmgQQOd/FTTpk3LdDvn5+ezcuVKmjVrVqnYQ69evZDJZEYnylhZWREYGFhp3aSVlRXW1tY8fPiw0mtqtVpu3bpFVFQUV69erRbX4f8KarUad3f3SseJRCKjf642NjaMGjWKDRs2GHxi2bLFrlSG7bOsYZdIJPj5+REWFsbMmTMZNCi8hBzf81hff/36dZo2bWrQnNOnT+Ph4VEzC/qL4OBghg4dyv79+yvMZSgmPz9fJ434T+A5fKuUz++//46lpaXeijLF3L9/n6tXrzJ8+PBqW0tx95Dq1o/19vZGKpVy4sQJJBIJdnZ25UqGxcbGcujQIQYPHoy3t3eZYywsLOjcuTO7d+82qpOKi4sLCxYsIDk5udI48JgxY1CpVHTv3p358+dja2tr8P0EKqegoEAvMXoTI+slHBwcmDhxIkeOHOHWrVtGXeNZ4ezsTJcuXRg3bhwLFizg/fff5/3332fkyJH4+flRUFDAhQsPycrKQqvVYmJigqXl87dZO3jwIHK53CDx/eLPjPI+C6pK165ddTKN+/bt03tefn4+1tbWNbKm2ua5j2E+SX5+PjExMYSGhhqcQPDLL7/w3nvvMWTIkGrp11dT9ZdhYWHExcWhUqkIDg6msLCwwh3+7t27kcvlTJo0ifXr15eq8RszZgxZWVkG6bxCUaPYUaNG0bBhQ+7cucP3339f4XhPT0/c3d356quvyMvLY8KECbz22mucPHmyVNsugaqRnZ2tayBQEYa6ZGUyGSEhIQQFBbFnz54qNSkuq8SkunF2dsbf3x83NzecnZ0xNzcHij4n0tLSuHv3Lnfu3OHmzZsl6hqlUjUdO6rRaDSYmJggkxU9plTWvp5seSgUClQqFS1bttRbk1Wj0ZCamkpgYGC1t8Nr3rw5vXr1YsuWLZw+fVrveQ0aNMDd3b3Sz48XhRfKYAJs2rSJN954gwYNGhgkNKDRaNi0aRORkZEcPny4yiLeNaEf6+TkRN26dfn888+Bovqqe/fuVTrvt99+Iysri+HDh9OqVSuioqLo1q0blpaWuLq6snTpUr3X0KpVK0JCQqhXrx5ZWVksW7ZMrybRw4cP5/bt2zoX9RdffEGbNm0YOHAg/v7+rFu37h/X0/JZkZGRgb29faXjipNaAgICAEq4Z4tVb8RiMXK5HC8vLxo0aMDly5f55ptvDIpZlqb0XLG4SMig9BrLvsLt2/Dmm3+7TSUSCU2aNKFZs2a4ublhY2ODWCwmOzsbqVRKamoqK1as0CtEolSakJ8PlpZqTE1NEYm0uLuruX37+TGYUNQ31s3NzSAR85iYGL3LjvSlfv36jBgxgqNHjxpkLFu3bs3QoUO5cuXKP+Zv/4UzmMWZqoMGDaq0ie7TXLp0iZCQEMaPH8+iRYuqtI6aqL8MDw/n0aNHOmPu7OzMr7/+qtfcXbt2cevWLUaPHs348ePZs2cPjx8/plevXjRs2LBCwW8XFxd69eqFt7c3IpGIuLg4VqxYUW7G7NMEBwdjZWXFF198UeLxs2fPcvHiRUaNGoWPj88/5o/mWfP48WO9whJFNYYaXcLFk+29nvw+MzOTU6dO8fPPP5dZG2sov/5a2hCamJRuOVYRvr6wbp2CQ4dex8nJSaejrFAoiI2N5cqVK8TExKDRaBg1ahR169Y16O8xK0uEra1aJ/ju6qrh9m3911cb5ObmGuzKPHXqFO3bt6+2NVhZWTFjxgxiYmL07pgTERFBixYtMDEx+cd5mF44gwmwZcsW5s6da1S7p59++ok33njD4HZUT1Pd9Zd+fn40aNBAp9/apEkTRCKRQTJyxUpF3bp107nTdu/eTUREBHl5edy8eVNXy+nt7U1wcDBeXl6YmZmRkpLCH3/8YbAbrlgT8/jx42WetlUqVYmSGIHSuLm50a1bN71/Tg8fPtSdGitDLBZXqe7TGKpDak4kKir/EIlEHDt2rEJt1ri4uEr7vj5NRoYIZ2eVbuNQr95zVlsC5OTkYGVlZdCcYrGV6miFJxaLeemll1AoFKxcuVKvObNmzaJevXrs2rXrmag41TQvpMFMSkoiOTmZwYMH6601W0x2djYHDhygT58+nDlzxiiXanXHL2UyGSNGjODs2bM6N3O3bt2MKgEpdteZmZlRUFCgy6bs168fgwYN0o3TarWkpKRw+PBhjh49alRCEMDQoUNRqVRV7tf4v0xubi6NGzfWW3fz7t27SKVSnZEoT3BcH7dtTaDRVF/maXkNAJ4kOjqa/v37G3RdhUKMWl2kIFWkL/v8fbBnZWXh4OBg1Nzq0G+dPXs2JiYmfPXVV3qNd3Nzw9XVlU8//bSKLv3nlxfSYEJRfc+UKVOMEuLet28frVu3ZuHChSxatMjgBqxt2rShoKCg2uKXU6dOJScnR5eM5OjoaHDssZjk5GTUajULFixAoVBgbW3NDz/8QEpKCmKxGAsLC/Lz86tNENnPz49Dhw5Vy7X+V0lNTUWlUtGiRYsS3ezlcjkNGzakQYMGODk5YWdnh4WFBRKJBK1Wy4ABA0hPTy/RzQPQfW9ubl5CVrC2mDnTnG+/zdPbaBaHVp8Wc9e3PjI1NRWtVmtQXsOjRyZAIVqt9q9s9OfPYKanp1fY3aYs6tevr+t+UhWK3dyfffaZ3p8VPXv2JDk5+R9rLOEFNpixsbGkp6czePBgVq9ebfD8nTt3MnLkSN58803Onz/Pzp079Tac1Rm/7N69O05OTiWkpUaPHs3Dhw9JSEgw+HrFQvTLly9Ho9GQlJSk+9DUaDTV3uXDzMysRjq1/K+RmZlJnz596Ny5M3K5HDMzM0SiokbHOTk5pKWlceXKFeLj47lz5w7Tp0/Hzs4Oa2vrcltZFRvW2qZHj3GcO+fBJ598ovec8HAFo0aVfKwCydVS5Obm0qhRI70N5sOHRda8+OdkbV0zzd+rQlpaWqVNtZ+mYcOGVY5D9+zZk6ZNm7Js2TJdCEcf3N3dOXjwYJXu/bzzwhpMKJKDGjFiBFKp1GCX4pUrV1Aqldy+fZsmTZrosl4fPHjAtWvXOHv2bLnXdHJyMqj5cXk4OTnRvXt3tm/frtuV9enThzp16hj0YVOMWCwmLCyMkydP6pXZWl0Y684VKHLHz5kzB3t7e5KSkkhJSeHs2bPExsZW6JI3Nzfn5MmTOsWjsk6Y7u7ueitBVScNGzY0uN/psGElT5daLSxdqr+UnkKh0EvMoZi7d4sCrRqNBrFYTJHSohp4fjJlk5KSDKrDBHB1da2SsL2/vz/dunXjt99+M6gKwc7ODjMzs3+MBF55vNAG88qVKwwcOJCBAwcaldiQkpKCqakpH3zwAXK5nDZt2tC4cWN69+7NgAEDyjSgVlZW1XKqkkgkTJ8+nbi4OI4fPw4UlXR07tyZ9evXG/Wmj4yMRKVS1WpWmlarxcbGptrlAf9XmDZtGhKJhA8//NCg079SqcTc3LxCfdesrKzqWKJBiMVirKysKhW5eJryykv0JTExkSZNmug9Pi0NVCqRrhbTxERL3bqQnFy1dVQnSUlJOhlEfb1fVUn2sbW11ZXdPRka0IeOHTuSnZ39j/8ceKENJsD+/fvp168fmzZtMjgjS6FQUKdOHaDIJbZ//37djl0ul9O2bdsSBjQvL4/c3FyUSqXBcc+nmTFjBmq1WlfQ6+rqSkREBAcPHuTixYsGX8/R0ZEWLVoY5Z4uxtDuJ1BkMOVyeaWt0Nzd3Rk0aBCOjo6o1Wri4+NZs2bNP6q57NMMGzYMtVpNSkoKSUlJ3L9/v8T7pnfv3jg5ObFo0SKDXeWpqak4OTlVOEalUpUoH6kN6tWrh1arrbAHbU0QGxtL27ZtDZhhQk4OWFmpdac4Nzc1ycnPzwkTin6HjRo10vszwdHR0eDNSjHDhg0jNTWVnTt3Gjy3cePG3H7e6nJqgBfeYB4/fpzevXvTp08f/vzzT4Pm5ufnY1rcuuApMjMziYqK0rleiw1oSEiIQa6KsoiMjKRevXp89tlnaDQa3N3dmTp1KtHR0Ub3jhs3bhyJiYncuHHDqPm2trYsXLiQN954w6B5arW6wlqxJk2a0L9/f+zt7UlISGDz5s1YWVnRtWtXXnnlFaNczy8KlpaW1KlTh2bNmiGVSnXKO8WGTCQSsXnzZqOSJOLi4ujUqVOFY8pqj1bTuLm5GeWir2qo9ebNm3+p9sj0PuVkZoqpU0et21S4uqp53sLxaWlpNGvWTC+D2bt3bwCDhA6epG7dugYJExRjZWWFvb09P//8s1H3fZF44Q0mFBnN4OBggw2mIf0Ciw1op06diImJMWaZAIwfPx4fHx9+/PFH8vLyiIyMxN/fn+vXr7N27VqjrtmuXTvs7e356KOPjF5XcXDf0FOmWq0us1asTZs29OrVCysrK27fvs2KFStKJBCcOXOGN954g4kTJ/Ljjz8ave7nmbJq1xwdHalXrx5isZhr164ZfcI+fvw4PXv2rNAF9yxOmM7Oznq1AXuaixfh6TafvXsr2L1bvzimUqlEpVLh6+tbSh6yPNLSRLi7/715cXF5ztqWAHfu3NFLucfKyopOnTpVuUesoTFTKGounp2drbdIv5+fH0OHDqWwsJBPPvnkharVfKHE18tj7969iMXiSnfcTyOTyQzaDVe1/nLGjBn4+PiQlJTEyJEjeffdd/Hx8WHDhg1GG0uJRMKAAQM4ceJElTNg1Wo19evXN2hOYWFhid6UXbp04d133yU8PJy7d+/ywQcf8OOPP5bKtsvPz+e7776jYcOGRnWgeVFJSUnhypUrXLp0qUru6Pz8fDIyMip8zz+LkhJHR0cyMjIMnvfJJyU7nIhEMGmSYdfIzs42qI1UXJxEl1Fsamr6XIoXHDlyBGtr60obGYwbN4709PQqibHEx8cb3NFJIpHQokULvZN92rRpw+jRo4mJiUEul+ulifw88Y84YWo0Gs6cOUP37t05bEAuenFNor4U118aGr+UyWRMnz4dJycnVCoVGo2GEydOcOHChSrHeoYNG4ZKpeKPP/6o0nWgaJfu5OREdHS0QXMsLS0JDQ0lMDAQkUjE2bNn2bFjR6UGISkpic2bNzN48GASEhLKbGMmUD43btyosAXUs4gPW1lZGV1ypdWWTP4Riw07ZSYnJ+vVxaWYW7f+zpQ1NTXFzq6Q5y1TVqFQkJmZSe/evVm/fn2ZY4KCgnBxcTFYKvRpzp07x6ina3sqYfz48RQUFOhVNdCuXTsGDRpEVFQUeXl5+Pn5VZr78LzxjzhhQlGXcrFYTN++ffWeI5PJDDJ+TZo0Mbg3oLe3N2+++SZmZmZ8/fXXvP322yxdupR9+/ZV2Vg6OTnRvHlzNmzYUKXrFJOXl6dLgtKH4nrBgIAA2rZty5EjR3j33XfZunWr3h/WxXqzY8eOFdqBGcjhw4extrYut5n0szCYYrHY6NjppUulG09Pnqz//Hv37pXoc1kZd+6IUalEqNVqTExMMDXV4ub2/LX6ioqKwt/fv0wRg+bNmxMWFsauXbuqbHyuX7+OSCTSuz1Yu3bt8Pb21ks2r0OHDgwaNIi9e/cSFRVF9+7dDe449TzwjzGYGo2Gffv20bFjR72Lfa2trXn8+LHe96hXr55B/S/79u3L5MmTuX79Op988onBxrYyhg8fXqVEn6fJzs7W22j17duX119/Xedafe+999i7d6/e8Qi5XE5ERATvvPMOrVq1QqPRMGfOHKNiKP+rKBQK8vPzCQoKKvP5Fy0D+YMPym48vWGDfklRN2/e1LX40g8T0tNFqFQqXUJW48bP38/s9OnTZGVlMXr0aN1jYrGYMWPGMHLkSI4ePWqQZ60i0tPTad26daXjWrZsyaBBg9i9e3elEp5hYWH079+fnTt3cuDAAdq2bYtMJquWNou1zT/q0+nQoUOEhIQwatQovXY9FhYWejfINSR+KZVKmTZtGvXq1WPDhg1cuHBBr3sYio2NTbX9oUDRH0u9evUqHNOgQQNGjx6Nubk527dv19WQ6ou7uzsRERHUqVOHzMxMTp8+zfHjx8nNzeWNN95gxowZfP3117rxnp6eeHl5cf/+fW7duvXcJQhIJBIiIyPx9vYmLy+PPXv26J10Uh3k5uZiY2NT5nPFPyuxWPzc/dzKY906GDWqpGvWxATWr1cQGVnx6TExMRGRSGRQLeKjR2IcHZVYWFggEolo3FjF3r1VeQU1w9q1a5k5cybNmzcnPT2diRMnIhKJWLFiBbGxsdV2n/j4eDw8PCoc4+fnx7Bhwzh06FClyj4TJ06kYcOGrF27VneidHBwICcn54UUPPlHGUwoemNNmzYNHx+fCrNZi5MD9G1h1bZtW736X7q5uTF58mSUSiWfffZZjekqFpcqdOrUiR49emBiYoJarSY2NpYNGzYYnAAklUpRq9XI5XK6d++OpaUl5ubmWFhYYGlpiY2NDRYWFojFYmJiYli7dq1Bb3gLCwvGjx+Pm5sbcXFxrF69utSH2jfffMMrr7zCuHHjcHR0xMHBAa1WS35+PmZmZjx48IAlS5YY9LpqEplMxsKFC9FqtZw4cYJ69eoRGRlJfn5+rcVjLSwsKpUvk0gkL8yH05YtdgwbpvirU8nfj5uYwM8/Kxg1qmKjWVBQQOPGjfU2mNHREpo2VaHVajEzM8PdvertzWqChIQETp8+zfDhwxGJRMTExLBq1apq3wjdunWrwqxcKysrRo4cyZkzZyosgZNIJMydOxc7Ozu+/vrrEnHtxMREOnXqZJRC27PmH2cw4+LiuHr1KqNGjeI///lPuW+o1q1bG6STqI9+bLdu3ejRowc3b96skZZWrq6u9OrVCy8vL0QiEYmJiSQkJBAbG0tSUhLu7u706dOHN998k8TERP78889SGwKJRELTpk1p3Lgxrq6u2NjYIJFIEIlEaLVa8vLyaN++PYWFhSiVSgoKCsjKyiImJoa4uDju3r1r8Jvc2dmZ6dOnk5eXx9dff12ua1qhULB371569uxJYmIia9asKRGXEVdXC4xqYsaMGRQUFPDpp5/q3mdTpkyhX79+tWIw7ezskMlklXo9XiSDCTBihB2//qpAIvnbaIpEYGYGbm4KEhLKN5ppaWl4e3vrnS16+rQp4eEFqFQqTE1NsbbOp359NQ8ePD+JP8Vs2bKFxo0bk5aWpne7LUMpKCiosBRp2rRppKens2XLlnLHWFlZMW/ePAA++eSTUpv3q1evkp6ezltvvcXly5fZs2dPleT8apN/nMEE+OWXX3jrrbd46aWXSjU1LsbLy0vv0yUUJdiUt6OSSCRMnjwZd3d3tm3bVq16ig4ODvTo0QMvLy/kcjnJycls27atzAJjhULBpUuXcHd3Z8CAAUydOhWtVkthYSFqdVF3+eIWUhkZGSQmJnL48GESExN59OhRjbjt/Pz8GDVqFHfv3tWpGpWHTCajR48eXLlypcyMwOpen4ODA7a2tpibm+t27fpmTQ8cOBAHB4cSxhJg+/btzJ071yjVJEMZP348jx8/rvQ+L2JcePjwIqP5pK6ISASffQaRkeXPu337Nq1atdL7PhkZJigUImQypS55qn17JZs2GRILrT2ioqIYOHCg3q3gDKVNmzblesVCQ0Oxt7fnv//9b7nznZycmDVrFhkZGSxevLjcNX722Wf07NmTgIAAAgICePjwIStXrnzuDeeL95ekBxqNhi+//JIFCxYwZcoUVqxYUeJ5KysrbG1t9a6nlMvlSKXSMvUVnZycmD59Olqtli+++KLKTVuLCQwMpFOnTtjb25ORkUFCQgJ+fn5ER0dXqsZx7949nevSxcUFFxcXzM3NSUtL4+7du9XesaQ8iuOdp06dYuvWrZWOL25zVl76fHXh7e3N4MGDsbe3R6PR6AyeRCKhoKCAXbt2Vbjp8fX1JSgoiHXr1pX6A09KSiIjI4P+/fuzbt26Glm/hYUF06ZNw97enkWLFlU63tfXl/z8fExMTBCLxUgkEiQSie7/RVqqJqhUKl3CXFkdUJ78/knBjycfk8lk1K1bl5CQkFJi8E/ytFh8WY//+KOIKVPWl2gTVllz6jNnzhASEmKQQYmNFePgUFQeZWpqSps2hWzaJOV5Ki8p5vTp0/Tt25fQ0FC9/qYMwcnJicaNG5epRe3u7k5wcDAbN24s9/OjYcOGjB49mnv37lW6OdZoNOzevZvdu3fj6OjIxIkTmTFjxnOv/PWPNJhQpMzzzTffMHfuXIYNG1ai9GLq1KmkpqbqHSwvL34ZHBxMaGgocXFxfP/991U+AcnlckJDQ/Hz80MkEnHz5k2+//573Y7P39+fyMhI3ZtNH+7fv29UI+qqYmdnx5QpU7h27Zpef9hP6qrWJK1btyYiIoI7d+6wbNmyEgavXr16vPTSS4SFhdG7d2+OHj3KgQMHSvxeLSwsGD16NOfPny+3I8eBAwcICwvDwcGhWjVV7ezs6NevH35+fmRmZrJo0aIKd+QWFhaoVCoGDhxYwqg9bfw0Gg1arbbc3rJPG7SKntNoNDg6OtKtW7dSKlplqWpV9lhh4QbMzPQv9UhJSUGlUtG8eXO9k+0OHjSjTRs1KpUKc3Nz7OwyCQhQc+7c82cwoSi5sUePHvzxxx/V5nWRSqXMmDGDuLi4UptFsVjMxIkTiYmJKVeU3cfHhwkTJiASiSo1lk+TkpLC0aNH6dmzp9Hrry3+sQYT4NGjR/z4449MmjSJzMxMdu3aRY8ePXBwcDBoJ9O4ceMScTexWMz48eNp2LAhe/bsqXIPuNatW9OlSxedSsqePXvKjMFcunQJsVhMREQEarWaffv2Vem+NYVUKmXu3Lk8fPhQL31JV1dXOnfuzJYtWwyKKxuKu7s7Q4cOZf/+/ewtIxXy4cOHnD9/nqZNm3L58mU6depE9+7dSUtLQ6lUUlhYiJ2dHVlZWRV2xzl16hT+/v688sorJCUlkZaWRlpaGo8fPyYxMdGgwv5iBavAwEBsbW1JT09n27ZtnDp1qtK53bt3p6CggA8++ECve/33v/9l6dKlz1UD4A8/1NK4sWFzHj9+TIsWLfQ2mHfumJKUJEYiyUUulyMWi+nVq4Bz5wzrRVlbHDx4kB49etCuXbtqC//MmjWLwsLCMo3dpEmT0Gg05eZleHp6MmHCBK5cuUKLFi2Mur+bm9tz746Ff7jBhCItxg0bNjBs2DBsbGzw9/dn+/btBv1y6tatqzvR+fr6MmzYMExMTPjmm2+qpbayZ8+e2NjYoNVqkUqltG/fnlatWpGXl0daWhrJycmkpKSQnJzMxYsXEYlEDB06FLVazYEDB6p8/+pm7ty5FBYWsnTp0krHFsd/Y2JiOHPmTI2tqVevXgQHB3Pz5s0yjWUxmzZtonnz5qjVat599138/f1p1KgRZmZmmJmZIRaL9WqbtXz5cpo3b05AQACOjo40aNAAMzMzpFIp+fn57N69u8IPOw8PD3r16kWDBg1Qq9XcuHGD5cuXG2TMWrRoYVDdcG5uLoGBgVXWI61OjJClJSYmxqA4JsD+/VJGj85DrVZjYWGBu3sO3t6F3LlTdnOGZ83t27fp0KFDifeQIcLzTzJs2LAy4/FQJDjg6enJ119/XeZp1tbWlkmTJnHlyhWOHTtG8+bNDX8xFOUT1ORmubr4xxtMgIsXL2JhYUGfPn24du2aQbWDFhYWSKVSunbtSmhoqC45pDpbUxWfdsViMTKZTPdlbm6Og4MDdevWpWHDhtStWxcrKytSU1PJzMyka9eu2NraVpixVtv06tULW1tbPvroI73cRRMnTqxw91oddOrUiS5duqBSqSotltZoNOzYsYOBAweyb98+Ll26VKKu0tnZmblz59KyZctKO0hcuXKllNtWIpEQGhpKWFgYnTt35ueffyYxMREo+sDr3bs3/v7+mJubk5SUxK+//mpwM2Yo+qCztLSscHPwNPfu3aNx48bPlcFMSzN8jjFxzKNHJYSFiTA1zcPKygqxGAYNyuf//u/5NJi7d+9m7ty5hISE0LFjR+RyOVCkH3z27Fm9e+IGBgbSsmXLMhNuHB0d6d+/P3v27CnTKyIWi5k9ezbJycn88ssvhIeHG31KzMjIMFjH+lnwP2Ewoai7g6FF9lC0696zZw9mZmbcu3eP6OjoGisC12g05ObmlpDru3PnTokxpqamOsHiOnXqMGzYMBo0aMDSpUufeemATCajc+fO7N69Wy/JweDgYDw8PFi8eHGN/Ux9fX3p06cPjx8/5vbt23olPJ06dYouXbowZswYli1bVuK5pKQkjh49SkREBPHx8Qa7L1UqFVu3bmXv3r2MHj2aWbNmkZ2djUajQS6Xk5uby7lz54iKijK6Ga9MJqNfv34cOnTIoASv8+fPM3z48OdK6MCYQ4cxcUww4eBBM8LC8tFoNFhYWODtnUudOmoeP37+YplJSUnk5+fTr18/zp8/z+HDh0lNTaVjx4706NEDR0dHfvjhhwqv4eLiwsCBA4mKiipVsy4Wi5k+fToJCQnlhpwiIyMxNTXVeZK8vb2Ji4sz6vVs376dBQsWMH/+fLZt21bqcw+KQj1SqRRTU1OjNL2rg/8Zg1kVnie3Z2Fhoc4N/ODBA+Li4pgzZw7/+te/WLZsmdHC19XB2LFjyc7O1kt9yNHRkdDQUPbs2VNjAswODg6MHTuWlJQUMjIy2L59u95zN2zYwNSpU8s0Hjt27MDLy4uZM2fy3//+1yjjkpuby/Lly3F0dKRt27ZIJBLOnTtX5QQtHx8fxowZQ3p6ukG9VZs3b06/fv3QarW88847rF69uloVZIzF2Jypx48f4+/vb5DK1u7dpnTrVoCZWT7m5uaIxVqCg5Vs3fr8lZgUZzsfOnSohEfg4MGD3Lhxg7lz5xIcHFxuM2mZTMbUqVOJiYkpUzh9/PjxmJiYlKowKMbT05MWLVrw008/6U7xNjY2RvfzTU9P5/PPP2f48OFMmjSpzOSypxPEUlJS+PLLL2t1cycYzBeczMxM/vvf/zJhwgTmzJljlFwdFCXeNGrUCDc3NxwdHRGJROTn5/Pw4UOuXbtWqVBy165d8fT01FuJZ9q0aSQmJlY5Yao8pFIps2fP1rmIfv75Z4P+sO7evYtKpaJt27ZlJtgsW7aMf/3rX8yYMaNK6kMpKSkG93EtCx8fH7p06YKXlxeXL1/ml19+0Wtep06d6Nq1K2ZmZty+fZtly5bRv39/pkyZwu+//65XclFNYoDUcwkuXLhgcNs4tdqEmzdNCAgowMLCAhMTE/z8VFRz9Ua10KdPH7RabZnu80ePHnHmzBl69uxZpsEsFhLJysoqUwAhKCiIhg0bsmTJkjJd2mKxmLFjx3Ljxo1SAh1VERdJTU3V/S05OjqiUqkoKCjQ9Tp9ErlcziuvvMKgQYPYvHmz0fc0FMFg/gPQaDT88MMPdO3alf79+9OjRw+OHTvGoUOHKozhODg4EB4erpMJzM/PJy0tjfj4eFQqFXK5nAYNGtCyZUs0Gg2xsbHs3btXF3ODIsMUGRlJkyZN2LJlS4nnymPMmDGYmpqyfPnyqr/4MnBxcWHKlCmoVCpMTExYtWoVBQWGS55pNJpyVU+USiWLFy/m5ZdfZsGCBaxbt67Gy3d8fHxo3LgxNjY2WFtbY2lpiaWlJWZmZkDRB+WqVav0as/m4uLCmDFjsLa25vTp0yXasa1du5YBAwbQt2/fZ24wjWw9y9GjR3XxYEO0fc+flxIQUNSCz8zMDEdHI7KOahhXV1eCg4MrjE9v27aNNm3a0L179xInyNatWzN06FDu3LlTpsvW0dGRsLAw9u3bV+77ecSIEYhEolI9fPPz86lfv361aClXVs+emZlJdHR0pbq31Y1gMP9BHDhwgGPHjtG3b186d+5Mjx490Gg0uh1aYWEhhYWF5ObmkpWVRbNmzUhNTWXNmjUVdjwRi8UEBQURFBTErFmzKCgoIDs7G5FIhL29PXl5eSxfvlyv+EXLli1p0qQJK1asMDppysnJiS5dumBvb1/CVaPVarG3t9d1oTE3N2ft2rWkGZE5UixWUVFij0KhYNGiRYwaNYrZs2dTUFCAVqtFJBJRUFBAXFwcv/32W5WSw5o1a0b//v11SR1ZWVnk5OSQk5Ojy5xOTEwkLi5OrxO0RCJh1KhRNG7cmLt37/Lll1+WGSu9d+8e7dq1M3rd1YcdWq2ihEQeKICKNWU1Gg3x8fF07tzZoA/w9PSSG6QyykSfKW3atGHw4MFcv369Qu+MRqPh2LFjdO7cWWcwBw4cSGBgIIcOHSrTdSoWi3Wen/3795d53caNG9OsWbMy684fPHhA06ZN2blzp/Ev0AAKCwtrXS5TMJj/MJRKJVu3bmXr1q1IpVJcXV1xdnbGyspKl31rY2Oj25nt3Lmz0vZgGo1GlzQllUrp2LEjDg4OeHp6cvLkSb0VR4pbeh0/ftwgWcJiioWfPT09yc3NRaPRlPqDKXbjJCUlkZ2djaWlpcH3gaJ4bFpaWqWJN5mZmXz77bdYWVnp2pSpVCocHR1p3bo17777Ll9++aXBAgYSiYRx48bRsGFDrl69ypEjR7h3755Rr6UYBwcHZs2aBcD3339fZmJFMWXFjJ4XAgL0O3nu3bu33Dh0eVhb//2aNRoNhYXGrrJ6KW7n5evry8GDB9mzZ0+lc3bu3EnHjh3x9/enWbNm+Pn5lega8jTjxo1DIpGU6/mRSqWMHDmSixcvlvne+f3331mwYAE9e/Y0KDvbWNRqtWAwBaoPpVJJbGxsuckbQ4YMYeTIkXz00Ud6Z5wplUrd7tPS0pKZM2fSunXrchVAnmTChAmkpaUZlHxTjJ2dHS+//LJODD4xMZFLly6Rk5NTSmItISGBvLw85s+fj5WVlUH9Qp2cnBg/fjxWVlaYmJgwduxYNmzYUKnhzM7OLiU2sX37dmbPns306dMNSg5ydHRk5syZaDQalixZopebuzKaN2+u65+6bNmyStdS3R9EHh4etG7dGi8vL2xsbBCLxeTn53P79m3++OMPg7J59e1xXhyHNqTA38qqyGAWbxiUyvKFyGsLBwcHpk+fjlQq5bvvvjNo45SWlkbv3r2xsbFh2bJl5c4NDAzEx8eHpUuXlusRmThxIgUFBeVKVyoUCjZv3syQIUPIysqqVk3tssjIyDCw/2nVEQzm/zCbNm2iSZMm9O7du1Qtp4eHB0OGDEEul5OXl8fu3btLZRzm5OTw008/MXXqVNLT0yvMqnR0dKRevXp8+eWXBq/T1taW+fPnk52djVarZcOGDXq5fxUKBfb29nrfp3v37nTv3p2EhAS+/vprPDw8GDhwIO+88w6XLl1iy5YtBpfufPfdd7z99ttMnjy50pitRCKhd+/edOjQgYSEBJYvX14tGYB2dnaMGDGCkydP6l2f16BBgyqn7Xt6etK9e3c8PDwQi8VkZGQQHx/Pvn37yMnJwcvLi4CAAF5//XW+/fZbvWPADg76ryExMZGAgAC9P7yfPmEWFDxbg9muXTsGDhzIgwcPWLFihcHvP41Gg4ODAytXrizXWDo4ODBw4ED2799f7uYsMDAQd3d3Fi9eXOH9zp49i5WVFWFhYfj5+bF69eoaa2R+/PhxevbsaVD/06oiGMz/ca5fv07jp7THihMD7t69y5EjR/D29iYiIgJ3d/dS7teUlBR+/fVXRowYwfLly8t944aHh5OcnGxwCYlcLmf+/Pnk5OQAsGLFCr1rH1NSUnB2dtZrrKOjIz169GDz5s06xaHr169z/fp1WrduTWhoKK+//jr/+c9/DFq/SqVi2bJlTJ8+nTfffJMjR45w48YN3c/J0dERHx8fmjRpgre3N0qlkqioqHJjSMbQo0cPMjIy9DaWUNTO7km3m1QqxdvbGw8PD+rXr4+9vT0SiYS8vDxu377NqVOnUCgUNG3alDZt2uDm5oZUKuXRo0ds3ry5TA9ETEwMu3fvZty4ccycOVPv/rFOTnq/DE6ePMmwYcP0Hm9h8fcJU6PRYGQpbJURi8WMGzcOHx8f9u/fb5QM5tixY3F0dESpVJbbG7i43vL+/fvl3qPYAB46dEivv9+DBw9y+/ZtJk6cyDvvvMP+/furNRteJpNhZ2eHXC6noKCAfv36ER0djVqtRqPRoFardV/FIZK0tLRqkXwUDOb/OEeOHKFt27Y6WS25XM6QIUM4fPiwLmX99OnTXLx4kTFjxpCSklKqbOXOnTvs2rWL8ePHs3TpUp1xK0YsFuPp6cmPP/5o0NqsrKx4+eWXyc/PRywWGywN9+DBA4KCgvQaGxYWRkpKSpnyfOfPn+f8+fM4GHK0eWodH3/8MYMGDaJ79+707du3xPMFBQUoFArWr19fLRmGT2NmZqZXlrBYLKZt27Y6lSBXV1cWLFiAXC5HIpGgVqvJy8tDoVBw9+5d8vLysLe3x9/fn+DgYKAorvTo0SMOHjzI0aNH9TpdrFq1irlz5zJ16lS9NJ4NCUtfunSJyMhI3N3d9XJlSqUlu7Co1bXfg9XW1pbZs2cjkUhYunRphS75jz5S4OwM0dHwySd/J0LNnDmT+vXrs2fPHrp3717u/DFjxiCVSksJdDzJhAkTUCgUBtVYJiYm8p///IewsDCd5+bmzZscPny41O9BLBbj7e2Nr68vDg4OmJubI5PJdEIFxd11xGKxLuxS3DRArVbj5eWFp6enrtPN0yEakUjEjRs3SmX1GoNgMP/HSUlJoaCggP79+7N582ZdJ5en67tu3LjBrl276N+/PykpKaV2rOfOncPe3p6xY8eWyoB1cnJCq9WWu8stCx8fH0aPHq2LHX7//fcGJ87cu3dP716QMpms0utXpfNIbm5uiXZfFhYWmJubV2s3k/KIiYmhUaNGZT4nlUoJCgrC39+fevXqodVquXv3LhcvXqR+/frk5+dz584doqOjjVYe0ofly5fz9ttv06ZNG86ePVvhWEPDVsUlIsagVhs1zWgsLCyYN28eGRkZfP311+VuOH75pahXaHH2cNu2sHGjguxsuHLlA+RyOV988QVisZjevXuXeY02bdrg6+vLd999V+59XFxcqF+/vlGhFCgqb9m2bRvBwcF06NCBGTNm6LJbi0+B5ubmaDQasrOzycrKIj8/n+TkZF02eFZWFpmZmaSnp5ORkfFMFH6KEQymAFu2bGHYsGEEBARQUFDAZ599Vua4w4cPU7duXcaPH8+XX35Zyv26d+9eHBwciIiI4Ndff9VlWbq7u1OoZ7phhw4d6Ny5M3K5nNTUVKRSKd9//71RMYpiY2RnZ1fpyTQ/P1/XQLg2eFoCsSYRiUSIxWI++ugjUlNTuXfvHhqNBi8vL+zt7VEqlSQkJPDLL79w9erVGl2LRCLBx8eH9PT0Ek3L8/PziY+PJygoqFKDaaTt04tyym5rBYlEogs/VCQX+euvCiSSkmst/t7KClq3fotp09xKJFI9Heezs7MjPDycQ4cOlXvyFovFTJgwQfe7qgrHjh3j2LFjzJs3j4KCAg4dOkRERAQpKSn88ssvL4TwOggGUwB0AuP6GJaNGzfi6OjIrFmz+Pjjj0udOjZu3MikSZPo1auXzoXj7OxcqXFwdnZm8uTJyGQy0tPTKSgo4O7du+zatauUi9cQVCoV7u7ulb6u7OxsfH19CQ4O5ty5czV6mqpNrKysGDBgAEeOHOHOnTu0a9eOBg0aIBKJePDgAatXr64xacKnGTFiBC1atNCVA4hEIlJTUzl79ixHjx7l6NGjjBo1qtLruLvX3BqfNpi1WVkzZ84cxGIxX3zxRbnGsl270sbySUSiog3Fk8YyJyeHdu3asWPHDt1jM2fO5OHDhxW6WUeNGoWZmVm1ZKLK5XL8/PxwcnJi2bJlZGVlIZPJXihjCYLBFHgCfeODy5YtY8GCBbz00kssWrSoxB+3SqVizZo1zJw5k7S0NM6cOaPr81kexY2xi+9/7tw5Tp48WS0nsLy8PL3URzIyMjAzM6NXr170798flUpFVlYWjx8/5t69e9y5c4f4+PjnRpRcX6ZNm0Z6errOxW6IW7w6kcvltGjRgtWrV+vKfOrXr0/37t3p2rUrvXv3Rq1WIxKJaNKkSYWlQCYm8NtvCr76Co4cqVjAAEo3va54rN5Dq5VJkyZhZ2fHp59+WmHc95VXKl+jSATr1ikYObLoZ3Pz5k1atWqlM5j6xC19fHzw8/Nj+fLljB8/nsjIyHLLScrD19eXjh070qBBA0xNTSksLESpVDJt2jQKCgpIS0urdmNpYWFRppRedSEYTAGD0Wg0LF68mNdff52pU6fy3XfflXg+NzeXlStXMn36dF1px61bt8q8lpOTE5GRkaSkpJCfn8+yZcuqtZHs48ePqVevXqXjEhMT0Wq1vPvuu8hkMnx9ffHy8qJ+/fq0b9+ebt26IRKJUKlUpKam8ttvv9W4FF5VGTduHLa2tgY1S68punbtSnZ2dglD+ODBA9asWQMUGVQXFxeGDBlSymBqNEVG8knEYnjpJRg7VsGUKZUbTX1DAmJxyaSf2tgfDRkyBC8vL7766qtK61H1LY99MnS/detW3n33XUJDQ0lKSqJJkyYsX768whKVUaNGceXKFe7evcvatWuZOHEily9fLncjI5VK8fLywsfHB09PT+rWrYtYLObRo0fs3r2bU6dO6YyYo6MjQ4cOxdXVFQ8PD6M7nBTj7OxMZGQkdevW1W2O1Go1WVlZ3Lhxg/379xtU51sRgsEUMIr8/HyWLFnCvHnzGDp0KBs3bizxfGpqKr/88gvDhg3D2tq6zNiYTCZjxowZKBQKXbd3fT/Y9CUtLQ1PT89Kx8XFxWFiYqIrqH+6DyYUuTcbNWpEYGAgs2fPJj4+nrVr11bbH2N10qdPH3x9fVm6dOlzsT5nZ2eSk5PLfT4zM5PMzExycnKQSqUlnhs2DDZsKDIWT8ft7OxgwwYFRZUjZRtOkUik9/uqtk+YEyZMwMfHh5UrV1ara/xJV7JSqWTDhg1ERkai1Wo5fPhwhUbK19dX54pduHAhFhYWaLVaRo4ciUaj0XlZxGJxiS+1Wk1ubi4PHjzg6NGjXLx4sUyPTEpKCt9++y2TJk1izJgxvP/++0a/zsDAQAYNGkRiYiI//PADd+/eRSqV4uPjg6+vLy1atKB9+/Zcu3aNX3/9tconT8FgChhNSkoKP/30ExMmTCA5OblUW6/Y2FhdRtzTrkA/Pz8iIiJQqVRIJBLWrFlT7cYSID4+nhYtWlQ6rlgUwdnZudyTY3Z2tq7ExNXVlREjRvCvf/2LS5cusWnTphpzAxnKyJEjadasGRs2bKgWlaDqwMLCQi+Xv6WlJY9LtSixY9OmSAYM+B6ZTFXKaJqYwMaNsHOngh9+KNto6vu7qekY5s8/KyjeDyQne/L4sQdLlizR21uRl1d5WY1WC0/vTy9dukR+fj7Dhw8nODgYJycnrl27xsOHD5FIJNStW5dGjRrh5eWFubk5ubm5yGQyoqOjefDgATk5OZiYmOjKPaCoHKqgoICcnBwSExMNFlVYtWqV7uT7ZHxVX8RiMQMGDODgwYMlYrH5+fklmrf7+voyYsQI5s+fz6JFiwy+z5MIBlOgSsTExLB9+3ZducmNGzcQi8U0btwYf39/bG1t0Wg0hIWF4ejoiLOzM+bm5ohEIhQKBWZmZqxevbrCGGdV12dqaqrXWKVSSYMGDfT68EpMTGTRokX4+/szaNAg3nvvPQ4cOFBmb8HawMvLC39/f/z9/XV9DI3R660poqKiiIyMRC6XV+hyt7CwKHPdJiYmnDnzFtHR7zF5cmnXpEgEfftCly4Kxoyxe+o5kd4f5k9ft/pcsopSp2Qnp7usXTuX+/crdykXo0/+jVYL779f+po3b97k/fffp2PHjgQEBBAWFoZEIkGr1aJSqcjMzOT06dMcPXq0VrwSKpWK7du3M3DgQI4cOWJwKMbf3x+g0vrQmzdv8vHHH/PWW2+V6t5iKILB/B9E3yJufTl+/DiOjo6MHTuW3NxcLCws0Gg0KBQKtFotYrGY5s2bk5WVhVKpxNzcnMzMTK5fv86hQ4dq9I8zPT0drVaLq6trpaetnJwc6tevb9D1i123PXr0oGvXrgQHB7Nlyxbd7rYm8fb2ZuDAgTg6OqLVasnKyuLUqVNERUUZvNuvaS5dukTPnj0ZPXo0S5cuLXOMu7s7IpGIoKAg+vTpg7W1te5EIxKJuHv3Lrt327F7N6xfr8DEpLSL1ty8yEU7fz4lDJGxQvLVccJcuFBB27alT68iEbz8MkRE6Hed8eMVlbqMtVp4KqWgBBqNhsOHD+vV5L02OHXqFB07dmT8+PF89dVXBs319/dHpVLh5ORUqTs7Pz+fCxcu0LZtW8FgCuiPlZUV06dPL6HkUx1s3bqVy5cv4+3trZN+69ChA71790ar1bJ//366du3K4cOHOXXqVI24X8ujoKCAhg0bVmow09PTcXR0NOoe+/bt4+DBgwwdOpQRI0bQo0ePCmvpqkr9+vWZNGkScXFxrF+//rlPQIKiJt5z5syhZcuWZbZNGzJkCPn5+dSpU4fMzEwSEhJ49OgRDx48oFu3blhbW+vGRkba8fXXRSo3ZbloFy+GixcVfPBBkdE0eTprqBxEopIWsqoG82mBgdL3KzKoT6r0lEffviWv8+TatFpQqWDECKis9dnzxk8//cQrr7xS7vuiPLy9vbl+/TpTpkxh+fLlFcbIoShE1LJlyyqtVTCY/2NkZ2ezYcMGhg0bRlZWVpkd2Y3l0aNHNGrUiJEjR2Jvb09BQQHnzp3D1taW3r17s3nzZi5fvlxt99OXjIwMXF1dKx2XnJxMkyZNjL6PSqXi119/5c8//2T+/PllZhBXFyNHjtQJtL8oJCUlcfLkSYYOHVpKOahv377UqVOHTz75pFzX3NOnxDlz7HBzU/D552W7aFu2LCryj43V6q349OR1qpIl6+6u4P/+r2gdFZ0KRSJo00a/az79GrVaiIgoMo4vvfTSX0IdVZd/q21SU1M5d+4cgwcP5vLly3ptMidPnoxarUYmk3H+/HkGDRpU6d9CdWxeBYP5P8jFixextLQkNDSU7OzsKumXyuVyunTpQtOmTXWdTWJiYvj555958OCBbpwhPQmrm+TkZJz0UOy+f/8+AQEBVb5fZmYmmzdvJjIyssrXehqZTMbo0aOxs7N7oYxlMdu2baNJkybMnj1bpyglk8kICQlh48aN5RpLsVhcpls1IcGOiIjy1W9MTcHHZwYNGthhTBKqVmt42ux//qPAz69sQ6nVFn09afxEIvDwUBAXV/HJ8OnrPSnbZ21tbVAbu+eNLVu20Lx5cyIjI/nll18qHBseHo6npydLliyhfv369O3bl5ycHBo2bMjt27fLnVe3bl29NJUrQjCY/6McO3YMa2trIiMjyc7OrrCZ8NM4ODjQpUsXGjdujJWVFTk5OURHR3PgwIFytVGfZcF/QkKCTktVKpXSoUMHHBwcyMjI4NGjRyQmJqJQKIiPj9c7QagyMjMzq7WnpKOjI127dqVly5ZkZWUhEono3bs3v/32W7Xdo7ZYsmQJr776Ki+99BKLFy+mZ8+e5OfnV9hTtbKG1sOH2/HWWwpatixtWMRieO01BVevwnvvGWaUDKU8F2yxoXzlFWjfvihuWTxGJIJPPoGK9lcffaQo5Y59siOfqanpC6WY8zQajYb169czduxYYmNjOXXqVKkxYrGYwYMH07p1a1atWsWDBw948OABrq6uuob2FRlMe3v7KouhCAbzf5hdu3ZhbW3NxIkT+eabb0hKSip3rEQiITQ0FH9/f13SztWrVzlw4EC1Cg3UBLdv36Zfv36MHz+eRo0aoVQqycnJwczMDDMzM527Tq1Wo9VqefXVV8nIyEChUJCcnExSUhLx8fEGJdLY29sbVGbSvXt32rdvj6mpqa7WTaPRYGpqiqmpKWKxmOzsbDZv3szZs2cJDg5+5gZTIpHQokULrKyssLCw0H2JRCKioqJKeBieJDs7m88//5xXXnmFOXPmIJVKyxW2KKYygwnwwQd2uLgo+OKLsms2mzWDZcsUTJtWvtF82tDpu8/z8FCwaFHZwgJaLRQWwogRRfe9dw+GDi1pACsLsXp7l35s/fq/X0dBQYHerexqA19fX8zNzbl9+7beSX03btzgyJEjDBw4kG7duhEdHU1GRgYSiQRvb29cXFxQqVSsX7+emzdv6uYlJSXh4OBA3bp1K7y+ra1tlRMMBYP5P85vv/2GtbU1M2fO5PPPPy+zVm7AgAEEBQWhVCo5c+YMBw8efKYdAwwlKSmJvLw86tWrx5o1a8p0XRUrzTg4OODs7Iy9vT2enp40bdoUqVSKWCwmPT2d9evX66VMYmdnp3di05AhQ2jdujWnT58mKSkJU1NTXWuj7OxskpOTuXv3bgkDfObMGfr376+X/m9N0KdPHzp27AgUleMUFhbqpM8kEglz5swhJSWFP/74o0w5vszMTL744gtefvllJBJJpVmb+hhMKMqMHTYM1qxRYG5e2mg6OBSdAouN19OUFSesjEWLFHh6lu+CvXSpdJlHWhrUqVNybatXKxg71rh1HT9+nF69eqFUKrl8+TIpKSnPLFPa29ub8ePH62qss7Oz+fDDDyud5+TkRFBQEI8fPyY+Ph5fX19d2Utqaiq///57mcL8UqmUgoKCSjvSWFlZkZCQYPTrAsFgCgA//vgjs2fP5qWXXuLTTz8tYQzHjRtHo0aN2LJlS6VdJJ5nKmv8XKw0Ux7FXemnTZvGb7/9VqH7ENA1t60MsVhMmzZtWLNmDdevX690fDFKpZLc3FzatGnD3r179Z5XVdq1a0e/fv0wMTEhKiqKAwcOlDnOwcGBwYMHM2HCBOLj41mxYkUpt3x6ejpLlixhzpw5XLt2rcL76mswixkzxo5JkxSlMkuL45rr1yuIjCxtnIqSdPTzy7Zvr+Dll8tO7NFqi06nr74K9+6Vvs+0aXZs3FjylFnULEfB01mu7u6ly0medl4cPHgQMzMzgoKCCAkJ0b2GJxui1xYuLi5otVquXr1Kfn4+QUFBLFy4kLi4OM6fP1/mBqpBgwZMnTqV+Ph4g2PzTk5OZGRkVJqnUFhYaHSbt2IEgykAwNKlS3nllVd4+eWX+fjjj1GpVLomtEuXLn0hyhZqktTUVH788UfCwsIIDw8vV/arGJVKpVcpQ+PGjdFoNAYZy2JycnKwt7c3eJ4x+Pj4MHToUKytrTl79iy///57ha8/NTWVFStW4OTkxIwZM3jjjTf4+uuvS21K3Nzc0Gq1lXosDDWYAD/8YMeuXQq+/LJ0ko1EUiTgPm8eFQoHlHXLOnUULF1a2u375BylEp34eXmoVEXG+8l1rV9fOpb5ySely0m+/7709Xbv3l2iiL86Y+iGcPToUeRyuS7HITExkYcPH+rENaAocz0uLo6LFy9iYmLC6NGjuXr1aomesfogFovx8fHhypUrlX5GpaSk4OLiYvTrAsFgCvyFRqPhiy++YOHChcyfPx+NRqNrQlsbTY5fFLZt20ZAQACdOnXi4MGD5Y5LSEggMDCw0utVJWuvOnbMleHk5MSIESNwcnLi1q1bfPHFFwa1Pnv06BEfffQRM2bM4LXXXmPp0qUlYptNmjTR6/0lEomMShy7f9+OW7dm4uPzYZkC7osXQ2GhgldfLRpbWumn2FIpeOstaNGifEMJRcbszBn0qqscPrxI0u/pWOYXXyiYP//v+U9XxGi1EBVV+fWfVaKdRqNh+/btbN++vcznPTw8CAgIwNPTE39/fzQaDSdPnmTbtm0G36t169akpqbi7OzM8ePHKxx7/vx5mjVrZvA9nuTZbEEEnktUKhVffPEFUqkUmUzGokWLBGNZBikpKXh4eFQ45s6dO0gkkkp3+ffv30csFutV9vI0lpaWNRa/tLCwYPLkycybNw+1Ws1nn33GypUrjeoTqlQqWbx4MUlJSYwcObLEc66urnpJ+Blzwvx7riuvvNIClar0iVEkAqm0yHBu3Kigc+dC6tTRIJGk4eioJTy8gI0bFWzcCK1aUUpd6GnUav2MZRF2PHxYck0iEbi5FWXFQlH/y8rcsS8acXFxbNq0iZ9//hmtVsu5c+eMMpaurq706dOHCxcuYGdnR3R0dIXjb968iUgkwsfHx9ilCwZToCS5ubl8+OGHfPjhh89Fl4vnEXNzc/Ly8iocUyzmXpnUXn5+PqmpqQwcONCgNTg4OCCXy2ukv2WPHj148803qVOnDitWrODrr7+ulo3TmjVrsLe3x8/PT/eYtbW1XnXAVTGYUHTqiYy0Q6ks281aHIcsa39TmfhAVZg9265UJq5IBI0awbff/h0jLUarhYULa2YtZSEWi2ndujURERF0796dBg0aVMt1raysmDFjBnfu3GHLk/UxelKnTh3Gjh3L9u3b6dSpE7t370b9ZGFqOWRkZOhKzIxBMJgCAgYgl8uxt7fXSyFJqVTq1Vps48aNeHp6ljAkFeHi4sKcOXO4f/9+pbtqQ5kxYwZdu3Zl9+7dfPzxx8TGxlbbtYv1g4cNG4aPjw9jx45FpVLplXVcHQYTiuKKFy9WfxeSqjBsWNknX0fHst2xZSURGYqXlxevvvpqpeNatmzJ4MGD8fDwoH379kybNo3333+f6dOn07p1a6PuLZFImDdvHunp6fz4448Gz7eysmLChAns379f17pLn02Xq6srNjY2xMfHG7NsQIhhCgjojUQiYfbs2SQnJ+vVNisrK0svMfe4uDhOnjzJ6NGjOX/+PPv27SMzM5OmTZvi5OSka6tkaWlJ/fr1cXBw4Pbt26xcubI6XhZQdJJ46aWXsLW15fPPP68xV/yvv/7KrFmzGD9+PAUFBXrXkVaXwQR0+rJr1iiQyarvBFnUVsuYC9nx6acKXnutdEbv01RXpcjAgQPJysqqdFxxO7tixGIxAQEBtGnThiFDhjBw4EBOnz7N7t279a47njt3LoDBYutQVEIyfvx4Lly4QKNGjUhNTdVLE1ssFjNp0iRu375dZm9efREMpoCAHtja2jJ37lzUajVLliwpc4xEIqFevXpoNBqSk5NJS0ujzpPFdhWwdetWHjx4QK9evXTyfGq1mvz8fF37JaVSyYMHD9i4cWOVu9Q/iVQq5eWXX0YqlbJo0aIadcWrVCoWL15s1NzqMpjFFLcBCwhQMH06WFk9rSX797/5+bB6dZEAuqtr0TiNpkiQQKUCc3M7Dh2yYtky4352p0/b8fLLRfqz5YW9tVoYNcqoy5fA2dmZunXr8vnnnxs8V6PRcObMGc6cOYNYLKZnz560b9+e9u3bs3nz5krLraZMmYKtrS2ffvqpwf1ji7Np79+/j7W1NRKJhE2bNuk1d/z48UCR0HtVEAymgEAluLi4MH36dFJSUvjmm2/K/PCdPn06DRo00H2oF9fBGZIkU/xBBEVGrDYKz/39/RkyZAh5eXl8+umnBif1SKVSQkJC8PX1RS6Xo9VquXfvHpcuXTKqVKY8jM2S1WfuuXN2TJny9/+dnJx46aWX+Ne//lVqbDllp7z//vscP74BML6t2717dkREKPjtt7KNZlGIruru2ODgYDIyMkhJSanSdTQaja6UpW/fvkRERNChQwfS0tJQKpW6r4KCAl29sbW1NUuWLDF4UyYSiRgyZAgqlYqsrCyaNGnCsmXL9Ipbtm7dmoYNG7J06dIqZw4LBlNAoAK8vb2ZOHEit27dYtWqVWWOeemll7C3t+err77SyQuKxWLmzp1L3bp1CQsLMzgLsKaNpaenJ2PGjEEmk3Hp0iXWr19v8DVCQkLo27cvSqWSxMRErl+/jkQiwdPTk+bNm6NQKFixYkW1aJxWp0v2+aZsMXmNBm7ffh1//5NVapYA8ODBgyqXVzyJWCzG1tYWKNpA1a1bF4lEgomJie5LJBJx7949li1bZtT7oXfv3jg4OHDhwgVCQkL49ttv9fobsbKyYsiQIRw9elSvMEplCAZTQKAChg0bxp07d8o0lk/G/f7v//6vRFG+RqPBwcGBc+fOERQUxLFjx56bEh1/f38iIyO5efMmP//8s8GuMYDRo0fj5+fHzp07OXLkSKnnLSwsmDJlCq+99hq7du2qcsPiqhpMQ+Y+q4L/J5k1qyGvvtoXD4+vgaI+l6GhiQwfPlynb2ws169fZ8CAAVhYWFRZ4tLDw4Nx48YhFov56aefSmi8VhcdOnTAz8+PqKgoQkNDWb58ud4n1OnTp5OWlsaff/5ZLWt59u8MAYHnFF9fX6ytrfn1119LPSeRSFiwYAFyubyUsYSiOJFEIuHy5cvk5OQwceLE2lp2hYjFYoYNG8axY8dYtWqVUcYyODgYPz8/li5dWqaxhKLypMWLF7Nnzx769OnDggULjG7ODc//CVOr1erdpFofIiIiSE52ZMQIu790b+3YsWMHKSkp9O3bt0rXTk9PJycnp8rX6dKlC1OnTiUuLo5///vfNWIsmzZtSufOndm5cycDBgxgzZo1PH78WK+5oaGh2NrasmzZsmpbj2AwBQTKoUOHDjx8+LDMXfjEiRMxMzMrt+Fxhw4dAJgwYQIikajSZIjaom3btmg0Gnbs2GHU/J49e9KrVy+ioqL0cnEdPHiQjz76iNzcXObPn8+wYcP0bub8JLVpMPXVkn0SrVb/JtX64OrqWqaS1IEDB/Auq3WJgdy6dUvXWMAYBg8eTK9evdi2bRurVq2qkQ2Jra0t4eHhbNiwgfDwcDZt2qS3eLqbmxvBwcFs3ry5WpPYBJesgEA5WFpakpGRUepxZ2dnPDw8WLx4cZlJMhKJhNatW7N79+4K5fOeBba2tgYn9hS3dmvTpg0ikUjXvktfsrOzWbJkCc2aNSMiIoJWrVqRm5vLo0ePuHXrFjdu3KCgoACVSqX7Km5vVkxtGkxjXbLV5cp1c3NDLBaXGauMiYlBLBZXqSF7kyZNaNmyJYWFhcyfP59FixYZdC0/Pz/atGnDqlWrauRUWUxAQACXLl2iXr16xMTE6N0gWywWM3HiRGJiYqp9oyoYTAGBcjA3Ny9T0DkpKYkPPvigzJOnWCxm/vz55ObmPnfGEoqk+Dp16qTXWAsLCwYOHEizZs1QKpXs378fCwsLnYC2oVy9epX+/ftz5coVMjIyaNiwIV26dKF3796lxpZlIKtSSlPTJ0yRSGSUe7ssgoKCSE9PL3PNPj4+ug2FMRTHr0+dOsXu3btZuHAhU6ZMMchtGR4ezrVr12rUWAK6ciqVSmXQ76S4hKS8JL2qIBhMAYFy0Gq15bqsyjKWEomE+fPnY25uzmeffVbTyzOKq1ev/iUTF1luZqyHhwc9e/bE09OT7Oxsfv/9d125y7Bhw6qUwVvcCHvv3r2VtiUTi8VIJBIkEgkzZszA9MnWHgZSGwZTnxIHffDy8uLOnTtlPtegQQOjXYxt2rRh8ODBHD58WFfsv2bNGiZPnqz3idXHxwdLS0u96x+rwtWrV5k2bRonTpygWbNmXLlypdJTZnWWkJSFYDAFBMohJiaGhg0b6jX2SWGDzz777LlusL169WomTJiAi4sLly9fJisrC5lMRoMGDfDy8sLMzIxHjx6xevXqUtJ7iYmJekv4lYVYLNa7sbZGo9HV8lXFHVt8LX0x1v2r7+uqDBsbm3JdiSYmJkatrUOHDvTv35+oqKgS7vTY2Fg0Gg0tW7bUy33Zq1cvEhMTjRLhN5Tk5GSWL19Oly5dSExMZPTo0YjFYrKyskhISODatWtcvnxZd7Kv7hKSshAMpoBAOezdu5eAgAAmTJhQoQydh4cHkydPJjk5uVxhg+eJmJgYFi9eTL9+/ejQoQNisRitVktGRgZHjhzh0KFD5boXb968yYABA5BIJEa5IMVicbW5Lg3hRTlhFoubl6fhe/XqVYM1XENCQujXrx9//vlnmVnNhYWFWFpaVnodiUSCi4tLjbg6y+PRo0clPCGurq60bt0aLy8vwsPDiYiIIC8vj6SkJOrWrUtqamq1lZCUhWAwBQTKITc3l++++45Zs2aVaTQlEgnDhw+nadOmXL16lZ9//vkZrdRwHj16ZJQWbWpqKkqlko4dOxoVo61KrM/49l6GqQQ9yximl5dXhae34qQfLy8vvYTxi8Ul/vjjj3L7RZqYmFTafQega9euFBYW1njssiISExNLnB7t7OwICAggODgYgO+++65G7y+UlQgIVMCDBw9YsmQJXl5evPLKK1hZWSGXyxk6dCjvvvsuXl5e/PTTTy+UsawqMTExtGnTxqi5hrhkn8QYI1Z8P0MNrbHZrtVhMOvXr19mmVIxGo2Gu3fvMmzYsEqv1apVK/r27cv27dvLNZatW7dGIpHo1fWmXbt2XL58udJxtYlCocDCwgIzMzNWrFhR46EQwWAKCFTCgwcPWLRoEWKxmNdee4033niDRo0acejQIf7zn/880x33s2D//v04ODgYXU9ZXbE+fagt1Z6qaN0+iYODQ6WKUGvXrsXa2lpX61sWYrGY8PBwzpw5U66xBAgLC+PcuXOVJhK5u7tjZWXFzp07K34BtUyHDh0ICgpi7dq1PHjwoMbvJ7hkBQT0IDMzk0WLFuHm5kZubu5zI3P3LCj+YLK2tkahUBg0tyoGUyKRIJfLAXSqOsUGsbg2sfj74nrR4sxaT09PXdZt8fPFOqdisbjEv05OTkatrzqwtLSstCl4bm4uhw4dIjQ0lDt37vDo0aNSY0aOHIlara6wOXP//v0Ri8V6NXCOiIggMTHxuUpma9y4Mf3792fnzp3VKvRfEYLBFBAwAH2VRgTKxliDGRMTQ/v27WnRokW5Y8pzvWq1WiZPnlxiTFn/PtlpxlD3qlqtxt7evsrvDzMzM9LS0iodt2fPHjw8PJg5cyarV6/WlaGIxWIiIiLw8/OrMEYtkUgICgpi7969lZ6MAwMDcXBw4OOPPzbsxdQgzs7OjBkzhtOnT5crz1gTCAZTQEDAIHx9fdFqtQafLqHIGBlTx7lt2zY6dOjA66+/btA8CwsL3n777TJbdZWHj48P48aNM+g+BQUFVdLKLcbU1FRvrdTvv/+ecePGMXnyZFQqFbm5uVhbW6NSqfjhhx/KreUEGDBgACqVikOHDlV4D5lMxoABAzhx4kSFsVVDkMvldO7cmUaNGiGTyQCIj49n7969ZZ6Wn8bKyooZM2YQGxvL77//Xi1r0hfBYAoICBhE27Zt9f5QfxpjDaaxGBvDNDTJKDs7m3r16hl1rycRi8V6GQ0oSgBauXIlFhYWNG7cGFdXV27fvl2pe1IikdCmTZtK9YRdXV2ZMmUKGo2G9u3b4+rqyqVLl7h48aJBrlmJRELTpk1p1qwZXl5eWFhYkJ2dTWxsLGlpaZiamtK4cWPmzZvH0aNHK1yXRCJh3rx5pKen88MPP+i9hupCMJgCAgIG4eHhUSWNzufdYBqTvJOYmIinp6fBYFw65QAAEyVJREFU857EysoKwGAln9zcXM6fP6/37yQ8PJyCgoIKk4GKy1Fu3brFTz/9RJMmTejatSu9e/fWnU5VKpWuQXRBQQGmpqaYmZkhlUoxNTXVxYWhyGWtUCg4c+YMR48eLfUat2/fTrt27Rg4cGCFBnPu3LkAfPXVV3q91upGMJgCAgJ6I5PJsLS0rPDDtiL+qVmy0dHRtGzZskrXcHJyqnHRC6lUSsuWLdm6dWu5Y0aMGEHz5s3ZsWMHx44dA+DGjRs6WTqZTIaPjw+2trZYW1tjZWWFhYUFBQUF5OTkkJmZSWZmJunp6SgUCjIyMvR6Xbm5uRWWAE2cOBFbW1s+/fTTZyJ+AYLBFBAQMIAmTZqgUqlIT083+hq1ecI0tn7TUKKjozExMUEulxsd63N0dKzxzUR4eDh5eXmcPn26zOf9/Pxo3rw53333Hffu3StzTH5+PleuXKn2tXl7e5d7uh44cCDe3t5888031dquy1CEOkwBAQG9qV+/fpVLC553l6wxqFQqCgoKqnTK9PHxKbOdXHUhk8nw9/evUDouMDCQpKSkco1lTeLq6kpycnKpx0NCQggMDGTt2rUkJSXV+rqeRDCYAgICeuPk5GT0Caq4/rE23WnGKP0YK8H36NEjGjdubNRcsVhMw4YN9e75aAyDBw8mJyenwlinVCqtVZf5k9ja2pZqpyeXy+nbty87duyo0Z+NvggGU0BAQG9sbW2NzpCVSqVV7jpiKLV1wgS4deuW0ZmyERERQFF9ZU0gk8lo1qwZ27dvr3DclStXcHNz0wlE1CZSqbRUqVJYWBgZGRm6WOqzRjCYAgICemNtbc3Dhw+Nmlteb9GaxBiDaaxRP3/+PObm5gZLBgYHB9OyZUvWrVtXY0k/Q4cOJTs7m0uXLlU47vjx4yQlJbFw4UIGDBhQqxuO/Px83N3dSzzm4uKil85tbSEYTAEBAb3Jzc2loKDAqLlVaQBtLLWV9ANFQuAqlapCNaInKS7ADw0NZefOnTWqSezj41OpSEEx33zzja613fvvv8/QoUNrZbNz+PBhWrdujb+/f4nHn8X7pjyELFkBAQG9KSwspFGjRpw8edLguS+KS7Yqa0xLS8PPz6/COGHz5s3p1KkTrq6upKens3jxYr3FCozF1NTUoESegwcPcvDgQYKDg+nevTutWrUiOjqa7du3G6XwpA/Hjh3DxsaGyMhIevTowZ49e7h69Spt27Zl48aNNXJPQxEMpoCAgN5ER0cTFBRk1FxTU9NnYjBr855xcXH4+vqWWoO/vz/t2rXDzc0NkUjE/fv3+e6774iPj6+VdYlEIqOM8rFjx7hw4QJvv/02bm5uvPbaa6SkpOiMWXXz559/cuLECYYOHcqIESPQarWIxWLatm3LmTNnqv1+hiIYTAEBAb3Zt28fISEhhISEGCx6/Sxca7V9wrx8+TJt27YlIiICCwsLXF1dsbKyQq1W8/DhQzZv3lwllSRjsLCwAIwv5+nfvz/Z2dl89NFHODk5MWDAAEaOHElBQQEnT57US8DdEBQKBStWrEAsFuPj40OvXr3o1auXYDAFBAReLFQqFcePH6dPnz4kJCQQFxen99wXxSVbFSwsLNBoNLi7u6NSqbh48SJnz56tcZdrRRQbSolEYnBJj1QqpUWLFuzevRsoKp35/vvvkUql9OnThw4dOtCpUyfu3bvHwYMHy4zDhoSE0KNHDz788EODjLZGo+HmzZvEx8fzzjvv4O3tXaGgfG0gGEwBAQGD2LFjBzY2NkydOpXExESuXLlCQUEBEolE12Oy+PsnH3N0dESr1SKVSmtNvMCYpJ+qGPWQkBDu37/Pt99+a/Q1qhuVSoVWq6Vu3boGN1kePXo0eXl5pbwJSqWSbdu2sW3bNvz9/QkJCWHcuHFoNBqSk5OJiYnh/PnzhIWF4enpyc6dO43+nefn5/PgwQN69er1zH+ugsEUEBAwmHXr1tGyZUsCAwPp3r277nGtVotGoyn1b/H3BQUFvPfee9y+fZvNmzdXSWJPH4yNYRpjaMViMa6urqxdu9bguTWFt7c3AQEBqNVqWrRoYZDB9Pb2xsfHh+XLl1c47tKlS1y6dEkXq/X39ycgIIBOnTqRl5fH119/XWWFnqioKMaMGYNYLK5xvd2KEAymgICAUVy8eJGLFy8aPK9Zs2b07duXhQsXEhsby2+//VZjhrM2Y5jt2rVDrVZX2l6rJqlfvz5BQUF4e3tjZ2cHFMUE79+/T6dOnXj48KFevzOJRMLYsWO5cuUKd+/e1eveGo2GCxcucOHCBRo0aMD06dP59ttvSUlJqcpLAorE37VaLX5+fjWSbKQvgsEUEBCoVa5evcrVq1fx9vYmPDychQsXUlBQQFZWFqmpqSQlJREfH09sbGyVXbe1GcNs37693salurGysuKll17CysqKjIwM7t69y++//05MTIxuTO/evRk2bBhAhUbTysqKWbNmUVhYyLp164xaz5AhQ4iPj68WY1lMWloazZs3FwymgIDA/x537tzhs88+w9HRkUaNGuHq6oqjoyNt2rQhJCQEExMTNBoNeXl5uhPo5MmTy3T7lucCtrGxQSwWM3jwYOBvV+uTLtenv7e0tDT4tUgkEurWrcuWLVuq8BMxnhkzZqBUKnn33XfL3WQUJ+5ERkbSpEkTNm3aVGpsu3btCAsLIy0tja+//tqotXh5eeHo6Minn35q1PzySExMxM3NrVqvaSiCwRQQEHimpKSklHkSkUgkNGjQAA8PD+rUqYODg4OuKbFIJNL7Kzk5GW9v7zJdrU8/ptVqMTExQSQS8fHHHxv0OhITEw3KGq4u/P39sbOz44MPPqj0RL57924SEhIYMmQI7733HgqFgpycHGQyGfb29ohEIk6cOFGp5mxFDB48mLt371a7wEFMTAzNmjWr1msaimAwBQQEnktUKhV37typ9VKC+vXrM3v2bN54441ava+xdO/enTt37ujddu369etcv34db29vWrVqhVwuR6FQcODAAS5cuFCltfj4+ODg4MD3339fpeuUxePHj5FIJFhYWFS5xZyxCAZTQEBA4Alqu1a0KtjZ2eHo6Mgvv/xi8Nya2IyEh4dz+/btMpO4bG1tadq0Kc7Ozjg4OCASiSgsLESlUqFSqdBoNKjVat2/AHXr1sXR0RELCwtEIpEu29cYacbqQDCYAgICAk/wLMsWDGXgwIGkpaXVWGNlZ2dnmjZtyqlTp8jKyqpwrKOjI3Z2dnz33Xe6x4r7WTZp0gQzMzMKCgrIyckhIyMDjUaDqakpMpkMiUSic7U/6XLPyMjgzJkzXLt2jcTERObNm0fDhg0FgykgICDwPPAiGUwfH58aSzQyNzdn4sSJPH78GCsrK37//fcKx3fu3JmMjAxdg/EOHTrQv39/srKyOHz4MMePHyc/P79Ka0pMTMTT07NK16gKgsEUEBAQeIrabAtmLIGBgWi1Ws6ePVvqOZlMhpubW4myEn2RyWQolUp69erF9evXqVevHvfv3690nomJCYWFhUCRRGBoaChRUVFERUUZvIbyuHnzJi1btqy26xmKYDAFBAQEnuBFOWG2atWKhISEMp8LCAggNDSUjz/+WHfiq4zg4GD69u2LiYkJUCRJd+jQIerVq1emUX6aS5cu4e/vj1wuZ8yYMWRmZlarsYQiAQMTExOsrKzIzs6u1mvrg9BAWkBAQOAJXhSDaWlpSVpaWpnPHTt2jLy8PDp06KDXtXx8fOjfvz8HDhzgjTfe0GW5du3alc2bN+uVCBUdHc3Dhw9ZuHAh9evX58cff9T/xeiJSqVCqVTStGnTar+2PggGU0BAQOAJXF1ddVmazzNSqbTC8or4+HiaNGmi17WGDRtGdHS07kRYLCphqFD+V199RUZGBrGxsdWq8vMk6enp+Pj41Mi1K0MwmAICAgJP0Lp163JPbs8TOTk52Nvbl/v82bNnqVOnTqXXGThwIObm5qVKU3JyctBoNHpd40muXbtGvXr1DJpjCImJiTg7O9fY9StCMJgCAgICfyGRSGjUqJHBzbGfBffu3cPLy6vc569fv45IJKpwTHh4OIGBgaxbt67ck6ShLurjx49jZWWFTCYzaJ6+3Lp1C7lcXiPXrgwh6UdAQEDgLyZNmkRBQQFnzpx51kuplO3btxMQEMDUqVP5/vvvSxm2wMBACgsLmTx5Mmq1mkePHnHnzh20Wi2urq40aNAAgF9++aXCDiuGuqcVCgXZ2dmEh4cbJahQEVZWVtjY2CCRSDA3NycvL69ar18ZgsEUEBD4n8fT05OhQ4diY2PD4sWLn/Vy9KJYIs7NzY333nuPu3fv8ujRI+zs7PD29sbMzIzLly9z6tQpbG1tadeuHa1bt0ar1ZKRkcGuXbs4ceJEpSdIY0psdu/eTXh4OBKJBJVKVen4wMBAGjZsSGFhIRkZGeTm5iKXy5HL5TojWWwoCwoK0Gg0NGvWrNY3NoLBFBAQ+Ecza9YsXF1dgb9l7578t1hZJi4ujmXLluldhvEskEgkdOnShYCAAGxtbVEoFHzyyScEBgbStGlT6tWrR35+PhcvXmTXrl0l3KzG9C7VarVIpVKD5509e5bQ0FDCwsLYvHlzueOcnZ2ZMmUKZmZmpKSkYGJigo+PDxKJBKVSSX5+Pnl5eSQkJLB3716uXbuGSqVi/vz5+Pj4CAZTQEBAoDpZsWIFMpkMU1NTJBIJEokEU1NTTExMMDU1JTMzkwcPHjzrZVaInZ0do0aNon79+iiVSqKjo/n+++9JTU0FqHaBAAAbGxuUSiXu7u7cvHnT4Pk7d+5k0KBBnDp1qkzhg5CQEPr27UtsbCw//fSTXifRYh48ePBMWn0JBlNAQOAfjVKprHIj6mfJwIEDCQwMJDk5mR9++KHWure0atWK7Oxs2rdvz969ew2ef/r0aZo0acKsWbM4c+YMUVFRZGZm4uHhQWhoKC4uLuzatYvDhw8bfO1n1epLMJgCAgICzyF2dnbMmDEDc3NzNm/erJfaTnVibm7O5cuX6dq1K4GBgZw6dcrga6xatYrg4GC6du1Ku3btdI8/ePCAb775xuiT/fXr14mIiKh1xR/BYAoICAg8h6jVapKTk1m9evUzOSHHxsbSr18/XTzyzJkzRqkgHTt2jGPHjiEWi5FKpVUWYIci2b6YmBhsbW1r1WCKKpI8sre3f3EawwkICAgIVCvDhg3Dzc0NOzs7rly5wvr165/1kmqFtLS0MlODBYMpICAgIFAuHh4e+Pr60rlzZ44ePcqff/75rJdU45RnMAWXrICAgIBAucTFxREXF0d6ejphYWHs2bPHoIzWfxKCNJ6AgICAQKWcOnUKlUpFx44dn/VSnhmCwRQQEBAQ0IvY2Fhat279rJfxzBAMpoCAgICAXly/fh0bG5tnvYxnhmAwBQQEBAT04uHDh5iamj7rZTwzBIMpICAgIKAXjx49MkqM/Z+CYDAFBAQEBPRCqVSi0Who06aN3nMaNGhAhw4ddO3EXmSEshIBAQEBAb05deoUgwYNQqFQVKhr27lzZ3r16oVIJEKpVCKVStFqtWzatInz58/X4oqrD8FgCggICAjozbZt27C2tmby5MnExsby888/k5ubW2JMsWD8zp07OXLkiO7x3r17ExERgampqVHatM8aQelHQEBAQMBg3NzcGDVqFHK5nJiYGDIzMzEzM6Nhw4aYmZmxdu1abty4UWpez5496dq1Kx988EEpQ/u8IEjjCQgICAhUO+3atSMoKAgzMzMKCwuJj49nx44dFQrGv/3225w/f54dO3bU4kr1R5DGExAQEBCodk6fPs3p06cNmnPz5k2aNWv23BrM8hCyZAUEBAQEapVjx45ha2uLWPximaAXa7UCAgICAi889+/fR6VS0bVr12e9FIMQDKaAgICAQK2zb98+unfvTqtWrZ71UvRGSPoREBAQEHgm9O3bl44dO5Kens7vv/9OTEzMs14SIGTJCggICAg8h3h6ejJ58mREIhEKhYLFixdXmGFbG5RnMAWXrICAgIDAM+Pu3bvk5uayZs0aLC0tMTExedZLKhfBYAoICAgIPFNEIhF9+vRh165d5OXlPevllItgMAUEBAQEnikymYz09HROnjz5rJdSIYLBFBAQEBCoEeRyORMnTsTR0bHcMfb29qSkpLBx48ZaXJlxCEo/AgICAgI1grm5Oba2trz88sukpaURFRVVqlNJ586duXHjBllZWc9olfojZMkKCAgICNQodnZ2hIWF0ahRI1QqFRcuXODPP//E3NycuXPn8n//93/PlRC7UFYiICAgIPBMEYvF9OjRg8DAQCwsLMjIyODixYvs2rXrWS+tBILBFBAQEBB4bvDw8MDDw4Pjx48/87rLpxEMpoCAgICAgB4IwgUCAgICAgJVQDCYAgICAgICeiAYTAEBAQEBAT0QDKaAgICAgIAeVJj0IyAgICAgIFCEcMIUEBAQEBDQA8FgCggICAgI6IFgMAUEBAQEBPRAMJgCAgICAgJ6IBhMAQEBAQEBPRAMpoCAgICAgB78P8ND1s+/KZePAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "routes = ox.k_shortest_paths(G, orig, dest, k=30, weight='length')\n",
    "fig, ax = ox.plot_graph_routes(G, list(routes), route_colors='y', route_linewidth=4, node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Imputing travel speeds and times\n",
    "\n",
    "The `add_edge_speeds` function add edge speeds (km per hour) to graph as new `speed_kph` edge attributes. Imputes free-flow travel speeds for all edges based on mean `maxspeed` value of edges, per highway type. This mean-imputation can obviously be imprecise, and the caller can override it by passing in `hwy_speeds` and/or `fallback` arguments that correspond to local speed limit standards. See docstring for details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# impute speed on all edges missing data\n",
    "G = ox.add_edge_speeds(G)\n",
    "\n",
    "# calculate travel time (seconds) for all edges\n",
    "G = ox.add_edge_travel_times(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>length</th>\n",
       "      <th>speed_kph</th>\n",
       "      <th>travel_time</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>highway</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>residential</th>\n",
       "      <td>126.9</td>\n",
       "      <td>24.1</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>secondary</th>\n",
       "      <td>120.6</td>\n",
       "      <td>44.3</td>\n",
       "      <td>9.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tertiary</th>\n",
       "      <td>105.2</td>\n",
       "      <td>40.2</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tertiary_link</th>\n",
       "      <td>74.7</td>\n",
       "      <td>36.2</td>\n",
       "      <td>7.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unclassified</th>\n",
       "      <td>29.7</td>\n",
       "      <td>36.2</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               length  speed_kph  travel_time\n",
       "highway                                      \n",
       "residential     126.9       24.1         19.0\n",
       "secondary       120.6       44.3          9.9\n",
       "tertiary        105.2       40.2          9.4\n",
       "tertiary_link    74.7       36.2          7.4\n",
       "unclassified     29.7       36.2          3.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# see mean speed/time values by road type\n",
    "edges = ox.graph_to_gdfs(G, nodes=False)\n",
    "edges['highway'] = edges['highway'].astype(str)\n",
    "edges.groupby('highway')[['length', 'speed_kph', 'travel_time']].mean().round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# same thing again, but this time pass in a few default speed values (km/hour)\n",
    "# to fill in edges with missing `maxspeed` from OSM\n",
    "hwy_speeds = {'residential': 35,\n",
    "              'secondary': 50,\n",
    "              'tertiary': 60}\n",
    "G = ox.add_edge_speeds(G, hwy_speeds)\n",
    "G = ox.add_edge_travel_times(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate two routes by minimizing travel distance vs travel time\n",
    "orig = list(G)[1]\n",
    "dest = list(G)[120]\n",
    "route1 = ox.shortest_path(G, orig, dest, weight='length')\n",
    "route2 = ox.shortest_path(G, orig, dest, weight='travel_time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the routes\n",
    "fig, ax = ox.plot_graph_routes(G, routes=[route1, route2], route_colors=['r', 'y'],\n",
    "                               route_linewidth=6, node_size=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Route 1 is 3625 meters and takes 316 seconds.\n",
      "Route 2 is 3799 meters and takes 251 seconds.\n"
     ]
    }
   ],
   "source": [
    "# compare the two routes\n",
    "route1_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route1, 'length')))\n",
    "route2_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route2, 'length')))\n",
    "route1_time = int(sum(ox.utils_graph.get_route_edge_attributes(G, route1, 'travel_time')))\n",
    "route2_time = int(sum(ox.utils_graph.get_route_edge_attributes(G, route2, 'travel_time')))\n",
    "print('Route 1 is', route1_length, 'meters and takes', route1_time, 'seconds.')\n",
    "print('Route 2 is', route2_length, 'meters and takes', route2_time, 'seconds.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The yellow route minimizes travel time, and is thus longer but faster than the red route.\n",
    "\n",
    "For more examples of travel time, see the [isochrones example](13-isolines-isochrones.ipynb).\n",
    "\n",
    "For more examples of routing, including using elevation as an impedance, see the [elevations example](12-node-elevations-edge-grades.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Multiprocessing\n",
    "\n",
    "Calculating lots of shortest-paths can be slow, but fortunately it's easily parallelized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 100000  # we'll calculate 100,000 shortest-path routes\n",
    "cpus = mp.cpu_count() - 1  # how many CPU cores to utilize (careful with your RAM!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def shortest_path(G, orig, dest):\n",
    "    try:\n",
    "        return ox.shortest_path(G, orig, dest, weight='travel_time')\n",
    "    except:\n",
    "        # for unsolvable routes (due to directed graph perimeter effects)\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create iterable parameters (O-D pairs) for each function run\n",
    "nodes = np.array(G.nodes())\n",
    "origs = np.random.choice(nodes, size=n, replace=True)\n",
    "dests = np.random.choice(nodes, size=n, replace=True)\n",
    "params = ((G, orig, dest) for orig, dest in zip(origs, dests))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a pool of worker processes\n",
    "pool = mp.Pool(cpus)\n",
    "\n",
    "# map the function/parameters to the worker processes\n",
    "sma = pool.starmap_async(shortest_path, params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.93 s, sys: 41 ms, total: 1.98 s\n",
      "Wall time: 4.07 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# get the results, close the pool, wait for worker processes to all exit\n",
    "routes = sma.get()\n",
    "pool.close()\n",
    "pool.join()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100000\n",
      "99130\n"
     ]
    }
   ],
   "source": [
    "# how many total results did we get\n",
    "print(len(routes))\n",
    "\n",
    "# and how many were solvable paths\n",
    "routes_valid = [r for r in routes if r is not None]\n",
    "print(len(routes_valid))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Miscellaneous routing notes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The routing correctly handles one-way streets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G2 = ox.graph_from_address('N. Sicily Pl., Chandler, Arizona', dist=800, network_type='drive', truncate_by_edge=True)\n",
    "origin = (33.307792, -111.894940)\n",
    "destination = (33.312994, -111.894998)\n",
    "origin_node = ox.get_nearest_node(G2, origin)\n",
    "destination_node = ox.get_nearest_node(G2, destination)\n",
    "route = ox.shortest_path(G2, origin_node, destination_node)\n",
    "fig, ax = ox.plot_graph_route(G2, route, route_color='c', node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also, when there are parallel edges between nodes in the route, OSMnx picks the shortest edge to plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_point = (33.299896, -111.831638)\n",
    "G2 = ox.graph_from_point(location_point, dist=400, truncate_by_edge=True)\n",
    "origin = (33.301821, -111.829871)\n",
    "destination = (33.301402, -111.833108)\n",
    "origin_node = ox.get_nearest_node(G2, origin)\n",
    "destination_node = ox.get_nearest_node(G2, destination)\n",
    "route = ox.shortest_path(G2, origin_node, destination_node)\n",
    "fig, ax = ox.plot_graph_route(G2, route, route_color='c', node_size=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
